{ "schemaVersion": 1, "publisher": "Loaded Tokens", "updated": "2026-11-07", "license": "Free to cite with a link", "verdicts": { "use": "Its documented features fit the reader's stated need. Based on public sources, not a hands-on test.", "watch": "Worth tracking, but key questions, access limits, or missing evidence remain.", "ignore": "Not a fit for the stated reader need." }, "tools": [ { "slug": "amazon-bedrock", "name": "Amazon Bedrock", "maker": "AWS", "category": "Agent infrastructure", "categorySlug": "infrastructure", "topics": [ "infrastructure" ], "company": "https://loadedtokens.com/companies/aws/", "audience": "Builders already using AWS permissions and cloud services.", "pricingChecked": "2026-11-07", "pricingSource": "https://aws.amazon.com/bedrock/pricing/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://aws.amazon.com/bedrock/pricing/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Usage depends on provider, model, modality and service tier. Knowledge bases and other services can add separate charges.", "summary": "AWS access to foundation models and supporting services such as knowledge bases and guardrails.", "why": "## What it is\n\nAWS access to foundation models and supporting services such as knowledge bases and guardrails. See the [official documentation or product page](https://aws.amazon.com/bedrock/pricing/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nBuilders already using AWS permissions and cloud services. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nA relevant managed option for AWS teams, but the full bill is a stack of services, not one token rate. The [vendor page](https://aws.amazon.com/bedrock/pricing/) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nUsage depends on provider, model, modality and service tier. Knowledge bases and other services can add separate charges. [Public pricing](https://aws.amazon.com/bedrock/pricing/) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nModel access, region and surrounding infrastructure can change both feasibility and cost.\n\n## A sensible first workflow\n\nPrice a complete retrieval workflow including storage, retrieval and model output. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/aws/) for the rest of the stack.", "source": "https://aws.amazon.com/bedrock/pricing/", "url": "https://loadedtokens.com/tools/amazon-bedrock/", "issue": null }, { "slug": "amazon-q-developer", "name": "Amazon Q Developer", "maker": "AWS", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents", "infrastructure" ], "company": "https://loadedtokens.com/companies/aws/", "audience": "Developers working with software and AWS-oriented workflows.", "pricingChecked": "2026-11-07", "pricingSource": "https://aws.amazon.com/q/developer/pricing/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://aws.amazon.com/q/developer/pricing/" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free tier with limits; Pro $19/user/month, with higher allowances and administrative features.", "summary": "A development assistant available in IDE and CLI workflows.", "why": "## What it is\n\nA development assistant available in IDE and CLI workflows. See the [official documentation or product page](https://aws.amazon.com/q/developer/pricing/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers working with software and AWS-oriented workflows. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nWorth shortlisting for an AWS development team with a defined code task and normal review controls. The [vendor page](https://aws.amazon.com/q/developer/pricing/) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree tier with limits; Pro $19/user/month, with higher allowances and administrative features. [Public pricing](https://aws.amazon.com/q/developer/pricing/) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nTransformation allowances and agentic request limits are separate from the headline subscription.\n\n## A sensible first workflow\n\nAsk for a small change and compare the diff with the original requirement. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/aws/) for the rest of the stack.", "source": "https://aws.amazon.com/q/developer/pricing/", "url": "https://loadedtokens.com/tools/amazon-q-developer/", "issue": null }, { "slug": "assemblyai", "name": "AssemblyAI", "maker": "AssemblyAI", "category": "Voice & audio", "categorySlug": "audio", "topics": [ "audio" ], "company": "https://loadedtokens.com/companies/assemblyai/", "audience": "Developers who will close the websocket when the call ends.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.assemblyai.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://www.assemblyai.com/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "$50 in free credits. Universal-3.5 Pro pre-recorded is $0.21 an hour. Streaming bills the open socket, not just the audio. Text to speech is $15 per million characters.", "summary": "Speech-to-text with a published hourly rate, plus text to speech.", "why": "## What it is\n\nSpeech-to-text with a published hourly rate, plus text to speech. See the [official page](https://www.assemblyai.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who will close the websocket when the call ends. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nThe pricing page is explicit that idle streaming time counts. That is the catch. The [source page](https://www.assemblyai.com/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\n$50 in free credits. Universal-3.5 Pro pre-recorded is $0.21 an hour. Streaming bills the open socket, not just the audio. Text to speech is $15 per million characters. [Public pricing or license](https://www.assemblyai.com/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nTime one pre-recorded file, then one short stream you close yourself. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use it if you will meter the socket. Watch it if the connection stays open all day.", "source": "https://www.assemblyai.com/pricing", "url": "https://loadedtokens.com/tools/assemblyai/", "issue": null }, { "slug": "cartesia", "name": "Cartesia", "maker": "Cartesia", "category": "Voice & audio", "categorySlug": "audio", "topics": [ "audio" ], "company": "https://loadedtokens.com/companies/cartesia/", "audience": "Teams prototyping a voice and willing to learn two meters.", "pricingChecked": "2026-11-07", "pricingSource": "https://cartesia.ai/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://cartesia.ai/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free is 20,000 credits a month. A $49 plan includes 1.25 million credits. Voice-agent minutes are a separate prepaid balance.", "summary": "Speech models and voice agents sold as credits.", "why": "## What it is\n\nSpeech models and voice agents sold as credits. See the [official page](https://cartesia.ai/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams prototyping a voice and willing to learn two meters. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nCredits cover speech models. Agent dollars cover the agent. Phone numbers and the language model can add more. The [source page](https://cartesia.ai/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree is 20,000 credits a month. A $49 plan includes 1.25 million credits. Voice-agent minutes are a separate prepaid balance. [Public pricing or license](https://cartesia.ai/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nSpend the free credits on text to speech before you turn on phone calls. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch the two allowances.", "source": "https://cartesia.ai/pricing", "url": "https://loadedtokens.com/tools/cartesia/", "issue": null }, { "slug": "chatgpt", "name": "ChatGPT", "maker": "OpenAI", "category": "AI for work", "categorySlug": "ai-for-work", "topics": [ "ai-for-work", "models" ], "company": "https://loadedtokens.com/companies/openai/", "audience": "People drafting, analyzing or learning with a general assistant.", "pricingChecked": "2026-11-07", "pricingSource": "https://openai.com/chatgpt/pricing/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://openai.com/chatgpt/pricing/" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free version; paid plans are priced per user/month. The public page did not expose stable numeric paid amounts in our text capture.", "summary": "A conversational assistant with file, research and writing features that depend on plan.", "why": "## What it is\n\nA conversational assistant with file, research and writing features that depend on plan. See the [official documentation or product page](https://openai.com/chatgpt/pricing/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople drafting, analyzing or learning with a general assistant. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nFor a first-pass outline or explanation, the documented conversational and file features match a clear everyday job. The [vendor page](https://openai.com/chatgpt/pricing/) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree version; paid plans are priced per user/month. The public page did not expose stable numeric paid amounts in our text capture. [Public pricing](https://openai.com/chatgpt/pricing/) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nDo not treat a confident answer as a verified source, or a consumer plan as automatic permission to upload employer data.\n\n## A sensible first workflow\n\nDraft an outline from non-sensitive notes, then check every factual assertion. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/openai/) for the rest of the stack.", "source": "https://openai.com/chatgpt/pricing/", "url": "https://loadedtokens.com/tools/chatgpt/", "issue": null }, { "slug": "claude", "name": "Claude", "maker": "Anthropic", "category": "AI for work", "categorySlug": "ai-for-work", "topics": [ "ai-for-work", "models" ], "company": "https://loadedtokens.com/companies/anthropic/", "audience": "Writers, analysts and people working with documents.", "pricingChecked": "2026-11-07", "pricingSource": "https://claude.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://claude.com/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free $0; Pro $20/month billed monthly, or $200 billed up front annually. Limits apply.", "summary": "A conversational assistant available on web, desktop and mobile with plan-dependent tools.", "why": "## What it is\n\nA conversational assistant available on web, desktop and mobile with plan-dependent tools. See the [official documentation or product page](https://claude.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nWriters, analysts and people working with documents. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nDocumented chat and file capabilities suit drafting and analysis when a person remains the editor. The [vendor page](https://claude.com/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree $0; Pro $20/month billed monthly, or $200 billed up front annually. Limits apply. [Public pricing](https://claude.com/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nHigher usage does not remove the need to validate facts or review sensitive-data policies.\n\n## A sensible first workflow\n\nTurn an approved public document into a brief and check the summary against the original. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/anthropic/) for the rest of the stack.", "source": "https://claude.com/pricing", "url": "https://loadedtokens.com/tools/claude/", "issue": null }, { "slug": "claude-code", "name": "Claude Code", "maker": "Anthropic", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents", "models" ], "company": "https://loadedtokens.com/companies/anthropic/", "audience": "Developers who can review diffs and run checks.", "pricingChecked": "2026-11-07", "pricingSource": "https://claude.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://claude.com/pricing" }, { "label": "Product documentation", "url": "https://code.claude.com/docs/en/overview" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Included with eligible Claude plans, including Pro; plan limits apply. API-backed usage follows separate billing.", "summary": "An agentic coding tool for repository and terminal workflows, described in its official overview.", "why": "## What it is\n\nAn agentic coding tool for repository and terminal workflows, described in its official overview. See the [official documentation or product page](https://code.claude.com/docs/en/overview). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who can review diffs and run checks. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nIts documented coding workflow is relevant, but repository access and command permissions raise the cost of a mistake. The [vendor page](https://code.claude.com/docs/en/overview) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nIncluded with eligible Claude plans, including Pro; plan limits apply. API-backed usage follows separate billing. [Public pricing](https://claude.com/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA passing demo is not evidence that a migration or deployment is safe. Review commands and diffs.\n\n## A sensible first workflow\n\nAsk for a small isolated change with tests, without deployment rights. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/anthropic/) for the rest of the stack.", "source": "https://code.claude.com/docs/en/overview", "url": "https://loadedtokens.com/tools/claude-code/", "issue": null }, { "slug": "cloudflare-ai-gateway", "name": "Cloudflare AI Gateway", "maker": "Cloudflare", "category": "Agent infrastructure", "categorySlug": "infrastructure", "topics": [ "infrastructure" ], "company": "https://loadedtokens.com/companies/cloudflare/", "audience": "Developers managing model API traffic and observability.", "pricingChecked": "2026-11-07", "pricingSource": "https://developers.cloudflare.com/ai-gateway/reference/pricing/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://developers.cloudflare.com/ai-gateway/reference/pricing/" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Core features free. New-gateway logs follow Workers Logs billing; Unified Billing credit purchases have a 5% fee. Provider inference costs remain.", "summary": "Gateway controls including analytics, caching and rate limiting.", "why": "## What it is\n\nGateway controls including analytics, caching and rate limiting. See the [official documentation or product page](https://developers.cloudflare.com/ai-gateway/reference/pricing/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers managing model API traffic and observability. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nRate limits and observability are useful controls when traffic otherwise hits model APIs directly. The [vendor page](https://developers.cloudflare.com/ai-gateway/reference/pricing/) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nCore features free. New-gateway logs follow Workers Logs billing; Unified Billing credit purchases have a 5% fee. Provider inference costs remain. [Public pricing](https://developers.cloudflare.com/ai-gateway/reference/pricing/) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nGateway caching can serve stale results; logs can contain sensitive prompts.\n\n## A sensible first workflow\n\nAdd a request budget and redact sensitive fields before logging. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/cloudflare/) for the rest of the stack.", "source": "https://developers.cloudflare.com/ai-gateway/reference/pricing/", "url": "https://loadedtokens.com/tools/cloudflare-ai-gateway/", "issue": null }, { "slug": "comfyui", "name": "ComfyUI", "maker": "Comfy Org", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source", "video" ], "company": "https://loadedtokens.com/companies/comfy-org/", "audience": "People who want a local image workflow and can accept GPL-3.0.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/Comfy-Org/ComfyUI/blob/master/LICENSE", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://github.com/Comfy-Org/ComfyUI" }, { "label": "GPL-3.0", "url": "https://github.com/Comfy-Org/ComfyUI/blob/master/LICENSE" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free under GPL-3.0. Nodes and models you add can carry other licenses.", "summary": "A node graph for local image and video models.", "why": "## What it is\n\nA node graph for local image and video models. See the [official page](https://github.com/Comfy-Org/ComfyUI). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want a local image workflow and can accept GPL-3.0. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nGPL-3.0 requires source for the covered work you convey. Custom nodes are not all GPL. The [source page](https://github.com/Comfy-Org/ComfyUI) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree under GPL-3.0. Nodes and models you add can carry other licenses. [Public pricing or license](https://github.com/Comfy-Org/ComfyUI/blob/master/LICENSE) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nRun one official workflow offline before you install a pile of third-party nodes. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch the license if you plan to ship a product around it.", "source": "https://github.com/Comfy-Org/ComfyUI", "url": "https://loadedtokens.com/tools/comfyui/", "issue": null }, { "slug": "copilot-studio", "name": "Microsoft Copilot Studio", "maker": "Microsoft", "category": "Agents", "categorySlug": "agents", "topics": [ "agents", "ai-for-work" ], "company": "https://loadedtokens.com/companies/microsoft/", "audience": "Organizations building governed business agents.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.microsoft.com/en-us/microsoft-copilot/microsoft-copilot-studio", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://www.microsoft.com/en-us/microsoft-copilot/microsoft-copilot-studio" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Prepaid or pay-as-you-go consumption; public page lists 25,000-credit packs at $200/pack/month. Credit use varies by action.", "summary": "A platform for creating, deploying and managing custom agents connected to business workflows.", "why": "## What it is\n\nA platform for creating, deploying and managing custom agents connected to business workflows. See the [official documentation or product page](https://www.microsoft.com/en-us/microsoft-copilot/microsoft-copilot-studio). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nOrganizations building governed business agents. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nThe documented governance and agent features are relevant, but consumption and connector permissions need design work. The [vendor page](https://www.microsoft.com/en-us/microsoft-copilot/microsoft-copilot-studio) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nPrepaid or pay-as-you-go consumption; public page lists 25,000-credit packs at $200/pack/month. Credit use varies by action. [Public pricing](https://www.microsoft.com/en-us/microsoft-copilot/microsoft-copilot-studio) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nOne response can consume a varying number of credits; a seat price is not a total-cost estimate.\n\n## A sensible first workflow\n\nMap one approval-based internal workflow before connecting production systems. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/microsoft/) for the rest of the stack.", "source": "https://www.microsoft.com/en-us/microsoft-copilot/microsoft-copilot-studio", "url": "https://loadedtokens.com/tools/copilot-studio/", "issue": null }, { "slug": "crewai", "name": "CrewAI", "maker": "crewAI", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source", "agents" ], "company": "https://loadedtokens.com/companies/crewai/", "audience": "Developers who want several agents with jobs, and will review what they do.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/crewAIInc/crewAI/blob/main/LICENSE", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://github.com/crewAIInc/crewAI" }, { "label": "MIT license", "url": "https://github.com/crewAIInc/crewAI/blob/main/LICENSE" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "The library is MIT. Model calls are billed by the provider you choose.", "summary": "A Python framework for role-shaped agents.", "why": "## What it is\n\nA Python framework for role-shaped agents. See the [official page](https://github.com/crewAIInc/crewAI). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who want several agents with jobs, and will review what they do. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nMIT covers the framework. It does not review the agent's actions for you. The [source page](https://github.com/crewAIInc/crewAI) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nThe library is MIT. Model calls are billed by the provider you choose. [Public pricing or license](https://github.com/crewAIInc/crewAI/blob/main/LICENSE) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nRun one crew against a task you can check by hand, with a cheap model. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use the framework. Keep a human on the output.", "source": "https://github.com/crewAIInc/crewAI", "url": "https://loadedtokens.com/tools/crewai/", "issue": null }, { "slug": "cursor-cli", "name": "Cursor CLI", "maker": "Cursor", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents" ], "company": "https://loadedtokens.com/companies/cursor/", "audience": "Developers who prefer terminal-based agent workflows.", "pricingChecked": "2026-11-07", "pricingSource": "https://cursor.com/docs/models-and-pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://cursor.com/docs/models-and-pricing" }, { "label": "Product documentation", "url": "https://cursor.com/docs/cli/overview" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Uses Cursor plan and model rules: Free plus paid tiers; eligible third-party model usage draws prepaid credit.", "summary": "A command-line agent with interactive and non-interactive workflows documented by Cursor.", "why": "## What it is\n\nA command-line agent with interactive and non-interactive workflows documented by Cursor. See the [official documentation or product page](https://cursor.com/docs/cli/overview). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who prefer terminal-based agent workflows. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nTerminal access is useful for repeatable tasks, but it also lets a mistake travel further than a chat reply. The [vendor page](https://cursor.com/docs/cli/overview) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nUses Cursor plan and model rules: Free plus paid tiers; eligible third-party model usage draws prepaid credit. [Public pricing](https://cursor.com/docs/models-and-pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nDo not grant broad write or deployment permissions just to avoid an approval prompt.\n\n## A sensible first workflow\n\nAsk for a read-only repository explanation before granting narrow editing access. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/cursor/) for the rest of the stack.", "source": "https://cursor.com/docs/cli/overview", "url": "https://loadedtokens.com/tools/cursor-cli/", "issue": null }, { "slug": "cursor-editor", "name": "Cursor editor", "maker": "Cursor", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents" ], "company": "https://loadedtokens.com/companies/cursor/", "audience": "Developers who want AI assistance where they edit code.", "pricingChecked": "2026-11-07", "pricingSource": "https://cursor.com/docs/models-and-pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://cursor.com/docs/models-and-pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free $0; Plus $8/month; Premium $30/month. Third-party models on eligible tiers use prepaid credit at API list price.", "summary": "An AI coding environment with agent workflows and model selection.", "why": "## What it is\n\nAn AI coding environment with agent workflows and model selection. See the [official documentation or product page](https://cursor.com/docs/models-and-pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who want AI assistance where they edit code. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nThe integrated workflow is relevant; choosing a plan requires understanding pooled usage and model billing. The [vendor page](https://cursor.com/docs/models-and-pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree $0; Plus $8/month; Premium $30/month. Third-party models on eligible tiers use prepaid credit at API list price. [Public pricing](https://cursor.com/docs/models-and-pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nIncluded usage and third-party credit are different buckets. Inspect which one a request consumes.\n\n## A sensible first workflow\n\nTry one contained refactor on a branch, with checks and diff review. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/cursor/) for the rest of the stack.", "source": "https://cursor.com/docs/models-and-pricing", "url": "https://loadedtokens.com/tools/cursor-editor/", "issue": null }, { "slug": "deepgram", "name": "Deepgram", "maker": "Deepgram", "category": "Voice & audio", "categorySlug": "audio", "topics": [ "audio" ], "company": "https://loadedtokens.com/companies/deepgram/", "audience": "Developers who can price audio by the minute or the thousand characters.", "pricingChecked": "2026-11-07", "pricingSource": "https://deepgram.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://deepgram.com/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "$200 free credit, then pay as you go. Nova-3 monolingual pre-recorded is $0.0043 a minute. Aura-2 is $0.030 per 1,000 characters.", "summary": "Speech-to-text, text-to-speech, and voice agents.", "why": "## What it is\n\nSpeech-to-text, text-to-speech, and voice agents. See the [official page](https://deepgram.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who can price audio by the minute or the thousand characters. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nThe rate card is public. Add-ons such as redaction are extra. Streaming and pre-recorded are different rows. The [source page](https://deepgram.com/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\n$200 free credit, then pay as you go. Nova-3 monolingual pre-recorded is $0.0043 a minute. Aura-2 is $0.030 per 1,000 characters. [Public pricing or license](https://deepgram.com/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nTranscribe one hour you already understand and compare the invoice with the table. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use it when you want a published rate more than a mystery bundle.", "source": "https://deepgram.com/pricing", "url": "https://loadedtokens.com/tools/deepgram/", "issue": null }, { "slug": "deepseek-v4", "name": "DeepSeek weights", "maker": "DeepSeek", "category": "Models", "categorySlug": "models", "topics": [ "models", "open-source" ], "company": "https://loadedtokens.com/companies/deepseek/", "audience": "People who want DeepSeek weights on their own hardware.", "pricingChecked": "2026-11-07", "pricingSource": "https://huggingface.co/deepseek-ai", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Model cards", "url": "https://huggingface.co/deepseek-ai" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Weights are posted per model. There is no single price that covers every DeepSeek checkpoint.", "summary": "Open-weight DeepSeek models. The license lives on the model card.", "why": "## What it is\n\nOpen-weight DeepSeek models. The license lives on the model card. See the [official page](https://huggingface.co/deepseek-ai). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want DeepSeek weights on their own hardware. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nCards differ. An older DeepSeek license added use restrictions. A newer card may say MIT. Read the one you download. The [source page](https://huggingface.co/deepseek-ai) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nWeights are posted per model. There is no single price that covers every DeepSeek checkpoint. [Public pricing or license](https://huggingface.co/deepseek-ai) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nPick one model id, read its LICENSE, and only then load it. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch. The brand is not the license.", "source": "https://huggingface.co/deepseek-ai", "url": "https://loadedtokens.com/tools/deepseek-v4/", "issue": null }, { "slug": "devin", "name": "Devin", "maker": "Cognition", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents" ], "company": "https://loadedtokens.com/companies/cognition/", "audience": "Developers comparing an included quota with pay-as-you-go past the cap.", "pricingChecked": "2026-11-07", "pricingSource": "https://windsurf.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://windsurf.com/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free is $0 with a light quota. Pro is $20 a month. Max is $200. Teams is $80 a month plus $40 per full seat. Extra use is API pricing.", "summary": "A coding agent with a desktop app and cloud sessions.", "why": "## What it is\n\nA coding agent with a desktop app and cloud sessions. See the [official page](https://windsurf.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers comparing an included quota with pay-as-you-go past the cap. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe pricing page describes quotas that refresh. It does not state how many tasks a quota buys. The [source page](https://windsurf.com/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree is $0 with a light quota. Pro is $20 a month. Max is $200. Teams is $80 a month plus $40 per full seat. Extra use is API pricing. [Public pricing or license](https://windsurf.com/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nUse the free quota on a branch you can throw away. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch the quota. Do not plan a team rollout on an uncounted allowance.", "source": "https://windsurf.com/pricing", "url": "https://loadedtokens.com/tools/devin/", "issue": null }, { "slug": "elevenlabs-scribe", "name": "ElevenLabs Scribe", "maker": "ElevenLabs", "category": "Voice & audio", "categorySlug": "audio", "topics": [ "audio" ], "company": "https://loadedtokens.com/companies/elevenlabs/", "audience": "People producing captions or editable transcripts from recordings.", "pricingChecked": "2026-11-07", "pricingSource": "https://elevenlabs.io/speech-to-text", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://elevenlabs.io/speech-to-text" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free and paid shared-credit plans. The speech-to-text page lists plan-specific minutes; Starter is $6/month before taxes after promotion.", "summary": "Speech-to-text tools for recorded and real-time transcription, with timestamps and speaker features.", "why": "## What it is\n\nSpeech-to-text tools for recorded and real-time transcription, with timestamps and speaker features. See the [official documentation or product page](https://elevenlabs.io/speech-to-text). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople producing captions or editable transcripts from recordings. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nUseful for a first transcript, but proper names, numbers and consent still need a human pass. The [vendor page](https://elevenlabs.io/speech-to-text) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree and paid shared-credit plans. The speech-to-text page lists plan-specific minutes; Starter is $6/month before taxes after promotion. [Public pricing](https://elevenlabs.io/speech-to-text) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nVendor accuracy claims are not our measurements; accents, noise and speaker overlap may change results.\n\n## A sensible first workflow\n\nReview a consented transcript against the recording before quoting it. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/elevenlabs/) for the rest of the stack.", "source": "https://elevenlabs.io/speech-to-text", "url": "https://loadedtokens.com/tools/elevenlabs-scribe/", "issue": null }, { "slug": "elevenlabs-tts", "name": "ElevenLabs Text to Speech", "maker": "ElevenLabs", "category": "Voice & audio", "categorySlug": "audio", "topics": [ "audio" ], "company": "https://loadedtokens.com/companies/elevenlabs/", "audience": "Creators and developers producing spoken narration.", "pricingChecked": "2026-11-07", "pricingSource": "https://elevenlabs.io/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://elevenlabs.io/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free $0/month with 10,000 shared credits; Starter $6/month after first-month promotions. Commercial license listed on Starter.", "summary": "Speech generation with plan-dependent voice features, credit usage and licensing.", "why": "## What it is\n\nSpeech generation with plan-dependent voice features, credit usage and licensing. See the [official documentation or product page](https://elevenlabs.io/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nCreators and developers producing spoken narration. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nA useful narration shortlist after voice rights and commercial-use terms are resolved. The [vendor page](https://elevenlabs.io/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree $0/month with 10,000 shared credits; Starter $6/month after first-month promotions. Commercial license listed on Starter. [Public pricing](https://elevenlabs.io/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nGeneration consumes credits, and retries can cost money. Do not clone someone’s voice without permission.\n\n## A sensible first workflow\n\nPrepare a short approved script and confirm rights before generating any audio. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/elevenlabs/) for the rest of the stack.", "source": "https://elevenlabs.io/pricing", "url": "https://loadedtokens.com/tools/elevenlabs-tts/", "issue": null }, { "slug": "exa", "name": "Exa", "maker": "Exa", "category": "Search & research", "categorySlug": "research", "topics": [ "research" ], "company": "https://loadedtokens.com/companies/exa/", "audience": "Developers who want web results inside a program and a price per call.", "pricingChecked": "2026-11-07", "pricingSource": "https://exa.ai/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://exa.ai/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free credit is $10, resetting monthly. Lite search is $4 per 1,000 requests. Answer is $5 per 1,000. The first 10 results are in the base price.", "summary": "A search API for agents, with contents and an answer endpoint.", "why": "## What it is\n\nA search API for agents, with contents and an answer endpoint. See the [official page](https://exa.ai/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who want web results inside a program and a price per call. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nThe pricing page is the whole pitch: no minimum, credits, and a rate card. The [source page](https://exa.ai/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree credit is $10, resetting monthly. Lite search is $4 per 1,000 requests. Answer is $5 per 1,000. The first 10 results are in the base price. [Public pricing or license](https://exa.ai/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nRun the free credit against a query you can judge, and count results before you raise numResults. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use it when the agent needs the web and you want a per-request price.", "source": "https://exa.ai/pricing", "url": "https://loadedtokens.com/tools/exa/", "issue": null }, { "slug": "flowise", "name": "Flowise", "maker": "Flowise", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source", "agents" ], "company": "https://loadedtokens.com/companies/flowise/", "audience": "People who want a flow chart in front of a model API or a local server.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://github.com/FlowiseAI/Flowise" }, { "label": "License", "url": "https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free under Apache 2.0. Any model you connect is billed separately.", "summary": "A visual builder for LLM flows you host yourself.", "why": "## What it is\n\nA visual builder for LLM flows you host yourself. See the [official page](https://github.com/FlowiseAI/Flowise). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want a flow chart in front of a model API or a local server. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nApache 2.0 is the software license. The keys you paste into a node are your account. The [source page](https://github.com/FlowiseAI/Flowise) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree under Apache 2.0. Any model you connect is billed separately. [Public pricing or license](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nBuild one flow that calls one model and logs the prompt. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use it when a diagram is the right way to see the chain.", "source": "https://github.com/FlowiseAI/Flowise", "url": "https://loadedtokens.com/tools/flowise/", "issue": null }, { "slug": "flux-schnell", "name": "FLUX.1 schnell", "maker": "Black Forest Labs", "category": "Video", "categorySlug": "video", "topics": [ "video", "open-source" ], "company": "https://loadedtokens.com/companies/black-forest-labs/", "audience": "People who want a local image model with a permissive license on that checkpoint.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/black-forest-labs/flux/blob/main/model_licenses/LICENSE-FLUX1-schnell", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://github.com/black-forest-labs/flux" }, { "label": "Apache 2.0 license", "url": "https://github.com/black-forest-labs/flux/blob/main/model_licenses/LICENSE-FLUX1-schnell" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "The schnell weights are free under Apache 2.0. Other FLUX checkpoints use other licenses.", "summary": "The Apache-licensed FLUX.1 schnell image model.", "why": "## What it is\n\nThe Apache-licensed FLUX.1 schnell image model. See the [official page](https://github.com/black-forest-labs/flux). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want a local image model with a permissive license on that checkpoint. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nThe license file is Apache 2.0 for schnell. Do not copy those terms onto FLUX weights that say something else. The [source page](https://github.com/black-forest-labs/flux) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nThe schnell weights are free under Apache 2.0. Other FLUX checkpoints use other licenses. [Public pricing or license](https://github.com/black-forest-labs/flux/blob/main/model_licenses/LICENSE-FLUX1-schnell) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nGenerate one image locally and keep the license file with the weights. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use schnell when Apache 2.0 is the requirement. Check the filename.", "source": "https://github.com/black-forest-labs/flux", "url": "https://loadedtokens.com/tools/flux-schnell/", "issue": null }, { "slug": "gemini-api", "name": "Gemini Developer API", "maker": "Google", "category": "Models", "categorySlug": "models", "topics": [ "models" ], "company": "https://loadedtokens.com/companies/google/", "audience": "Builders comparing multimodal developer models.", "pricingChecked": "2026-11-07", "pricingSource": "https://ai.google.dev/gemini-api/docs/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://ai.google.dev/gemini-api/docs/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free and paid tiers vary by model. Some models have no free tier; thinking and tool-related tokens may be billable.", "summary": "A developer API with model-specific free and paid access.", "why": "## What it is\n\nA developer API with model-specific free and paid access. See the [official documentation or product page](https://ai.google.dev/gemini-api/docs/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nBuilders comparing multimodal developer models. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nThe rate card is detailed, but model access and data-use differences make a one-line free claim misleading. The [vendor page](https://ai.google.dev/gemini-api/docs/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree and paid tiers vary by model. Some models have no free tier; thinking and tool-related tokens may be billable. [Public pricing](https://ai.google.dev/gemini-api/docs/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nCheck the exact model row, rate limits and whether content is used to improve products.\n\n## A sensible first workflow\n\nEvaluate an approved, non-sensitive task on the exact model version you intend to ship. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/google/) for the rest of the stack.", "source": "https://ai.google.dev/gemini-api/docs/pricing", "url": "https://loadedtokens.com/tools/gemini-api/", "issue": null }, { "slug": "gemini-omni", "name": "Gemini Omni", "maker": "Google", "category": "Video", "categorySlug": "video", "topics": [ "video", "models" ], "company": "https://loadedtokens.com/companies/google/", "audience": "Developers who want a short generated clip from an API they already have.", "pricingChecked": "2026-11-07", "pricingSource": "https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemini-omni-1-2-flash/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Google announcement", "url": "https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemini-omni-1-2-flash/" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Gemini Omni 1.2 Flash is generally available. Google's post prices 720p at $0.07 a second, 30 percent under Omni 1.1, for clips up to 15 seconds.", "summary": "Google's native video model in the Gemini API.", "why": "## What it is\n\nGoogle's native video model in the Gemini API. See the [official page](https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemini-omni-1-2-flash/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who want a short generated clip from an API they already have. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nThe November 5 post is the availability and price note, including a SynthID watermark. The [source page](https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemini-omni-1-2-flash/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nGemini Omni 1.2 Flash is generally available. Google's post prices 720p at $0.07 a second, 30 percent under Omni 1.1, for clips up to 15 seconds. [Public pricing or license](https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemini-omni-1-2-flash/) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nGenerate one short clip in a project that can tolerate a watermark. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use it when 15 seconds and a published per-second price fit the job.", "source": "https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemini-omni-1-2-flash/", "url": "https://loadedtokens.com/tools/gemini-omni/", "issue": null }, { "slug": "github-copilot", "name": "GitHub Copilot", "maker": "GitHub", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents" ], "company": "https://loadedtokens.com/companies/github/", "audience": "Developers who work in supported editors and GitHub workflows.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/features/copilot/plans", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://github.com/features/copilot/plans" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free $0; Pro $10/user/month; Pro+ $39/user/month. Plan credits and model restrictions apply.", "summary": "Coding assistance with completions, agent features and model access that vary by plan.", "why": "## What it is\n\nCoding assistance with completions, agent features and model access that vary by plan. See the [official documentation or product page](https://github.com/features/copilot/plans). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who work in supported editors and GitHub workflows. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nAn obvious shortlist for existing GitHub users who can measure review effort, not just generated code volume. The [vendor page](https://github.com/features/copilot/plans) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree $0; Pro $10/user/month; Pro+ $39/user/month. Plan credits and model restrictions apply. [Public pricing](https://github.com/features/copilot/plans) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nUnlimited completion language does not mean unlimited use of every agent or model.\n\n## A sensible first workflow\n\nImplement a small tested function and review both the code and the generated tests. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/github/) for the rest of the stack.", "source": "https://github.com/features/copilot/plans", "url": "https://loadedtokens.com/tools/github-copilot/", "issue": null }, { "slug": "github-copilot-cli", "name": "GitHub Copilot CLI", "maker": "GitHub", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents" ], "company": "https://loadedtokens.com/companies/github/", "audience": "Developers comfortable reviewing terminal commands.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/features/copilot/plans", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://github.com/features/copilot/plans" }, { "label": "Product documentation", "url": "https://docs.github.com/en/copilot/concepts/agents/about-copilot-cli" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Copilot CLI is listed in Copilot Free; paid plans expand allowances and model access. Credits vary by model.", "summary": "A terminal-based coding agent documented by GitHub.", "why": "## What it is\n\nA terminal-based coding agent documented by GitHub. See the [official documentation or product page](https://docs.github.com/en/copilot/concepts/agents/about-copilot-cli). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers comfortable reviewing terminal commands. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nUseful for terminal-centric work, with command approval and model usage to manage. The [vendor page](https://docs.github.com/en/copilot/concepts/agents/about-copilot-cli) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nCopilot CLI is listed in Copilot Free; paid plans expand allowances and model access. Credits vary by model. [Public pricing](https://github.com/features/copilot/plans) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nTreat shell access as an operational permission, not just a different chat window.\n\n## A sensible first workflow\n\nRequest a command explanation before allowing a narrow file edit. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/github/) for the rest of the stack.", "source": "https://docs.github.com/en/copilot/concepts/agents/about-copilot-cli", "url": "https://loadedtokens.com/tools/github-copilot-cli/", "issue": null }, { "slug": "google-ai-studio", "name": "Google AI Studio", "maker": "Google", "category": "Build & deploy", "categorySlug": "build-deploy", "topics": [ "build-deploy", "models" ], "company": "https://loadedtokens.com/companies/google/", "audience": "People prototyping Gemini prompts and developer workflows.", "pricingChecked": "2026-11-07", "pricingSource": "https://ai.google.dev/gemini-api/docs/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://ai.google.dev/gemini-api/docs/pricing" }, { "label": "Product documentation", "url": "https://ai.google.dev/aistudio" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "AI Studio access is listed in the Gemini API free tier; paid API usage and model eligibility are separate.", "summary": "Google’s browser-based starting point for exploring Gemini and developing API-backed workflows.", "why": "## What it is\n\nGoogle’s browser-based starting point for exploring Gemini and developing API-backed workflows. See the [official documentation or product page](https://ai.google.dev/aistudio). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople prototyping Gemini prompts and developer workflows. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nA practical prototype entry point when the goal is to understand a model before integrating it. The [vendor page](https://ai.google.dev/aistudio) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nAI Studio access is listed in the Gemini API free tier; paid API usage and model eligibility are separate. [Public pricing](https://ai.google.dev/gemini-api/docs/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nFree prototyping terms are not a production data-processing agreement.\n\n## A sensible first workflow\n\nUse a public sample to compare a prompt and a stricter output format. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/google/) for the rest of the stack.", "source": "https://ai.google.dev/aistudio", "url": "https://loadedtokens.com/tools/google-ai-studio/", "issue": null }, { "slug": "gpt-live", "name": "GPT-Live", "maker": "OpenAI", "category": "Voice & audio", "categorySlug": "audio", "topics": [ "audio", "agents" ], "company": "https://loadedtokens.com/companies/openai/", "audience": "Teams placing or receiving voice sessions through the API.", "pricingChecked": "2026-11-07", "pricingSource": "https://platform.openai.com/docs/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://developers.openai.com/api/docs/changelog" }, { "label": "Pricing", "url": "https://platform.openai.com/docs/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "gpt-live-1 is $0.05 a minute, billed per second. Backend model and tool use are charged separately. Realtime audio tokens are a different table, at $32 in and $64 out per million for gpt-realtime-2.1 audio.", "summary": "OpenAI's live voice session, including outbound SIP.", "why": "## What it is\n\nOpenAI's live voice session, including outbound SIP. See the [official page](https://developers.openai.com/api/docs/changelog). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams placing or receiving voice sessions through the API. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe changelog opens SIP to every organization. The pricing page splits the session fee from the model fee. The [source page](https://developers.openai.com/api/docs/changelog) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\ngpt-live-1 is $0.05 a minute, billed per second. Backend model and tool use are charged separately. Realtime audio tokens are a different table, at $32 in and $64 out per million for gpt-realtime-2.1 audio. [Public pricing or license](https://platform.openai.com/docs/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nPlace one test call to a number you control and read both lines on the invoice. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch until you have seen the two charges together.", "source": "https://developers.openai.com/api/docs/changelog", "url": "https://loadedtokens.com/tools/gpt-live/", "issue": null }, { "slug": "heygen", "name": "HeyGen", "maker": "HeyGen", "category": "Video", "categorySlug": "video", "topics": [ "video" ], "company": "https://loadedtokens.com/companies/heygen/", "audience": "People who want a talking-head video and can spend credits.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.heygen.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://www.heygen.com/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free is three watermarked videos a month. Creator is $29 a month. Pro starts at $49. Business is $149 plus $20 a seat.", "summary": "Avatar video and translation.", "why": "## What it is\n\nAvatar video and translation. See the [official page](https://www.heygen.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want a talking-head video and can spend credits. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe free plan is a real trial, with a watermark. Paid plans buy credits, and the credit cost depends on the model. The [source page](https://www.heygen.com/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree is three watermarked videos a month. Creator is $29 a month. Pro starts at $49. Business is $149 plus $20 a seat. [Public pricing or license](https://www.heygen.com/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nUse the three free videos on a script you already have. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch. The seat price is not the whole bill.", "source": "https://www.heygen.com/pricing", "url": "https://loadedtokens.com/tools/heygen/", "issue": null }, { "slug": "hf-inference-providers", "name": "Hugging Face Inference Providers", "maker": "Hugging Face", "category": "Agent infrastructure", "categorySlug": "infrastructure", "topics": [ "infrastructure" ], "company": "https://loadedtokens.com/companies/hugging-face/", "audience": "Developers who want hosted inference without operating every runtime.", "pricingChecked": "2026-11-07", "pricingSource": "https://huggingface.co/docs/inference-providers/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://huggingface.co/docs/inference-providers/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Pay-as-you-go provider rates with no Hugging Face markup. PRO includes $2/month compute credits; free users must buy credits or upgrade.", "summary": "Hosted access to inference providers with centralized pay-as-you-go billing.", "why": "## What it is\n\nHosted access to inference providers with centralized pay-as-you-go billing. See the [official documentation or product page](https://huggingface.co/docs/inference-providers/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who want hosted inference without operating every runtime. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nConvenient routing is useful, but provider availability, billing and data handling need a per-model check. The [vendor page](https://huggingface.co/docs/inference-providers/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nPay-as-you-go provider rates with no Hugging Face markup. PRO includes $2/month compute credits; free users must buy credits or upgrade. [Public pricing](https://huggingface.co/docs/inference-providers/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nHub access does not imply free inference credits on a free account.\n\n## A sensible first workflow\n\nEstimate input, output and provider costs for a small bounded API workload. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/hugging-face/) for the rest of the stack.", "source": "https://huggingface.co/docs/inference-providers/pricing", "url": "https://loadedtokens.com/tools/hf-inference-providers/", "issue": null }, { "slug": "hugging-face-hub", "name": "Hugging Face Hub", "maker": "Hugging Face", "category": "Models", "categorySlug": "models", "topics": [ "models", "infrastructure" ], "company": "https://loadedtokens.com/companies/hugging-face/", "audience": "People researching model cards, datasets and reusable model artifacts.", "pricingChecked": "2026-11-07", "pricingSource": "https://huggingface.co/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://huggingface.co/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Account upgrades include PRO $9/month and Team $20/user/month. Storage and compute charges are separate.", "summary": "A Hub for discovering and sharing models, datasets and Spaces.", "why": "## What it is\n\nA Hub for discovering and sharing models, datasets and Spaces. See the [official documentation or product page](https://huggingface.co/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople researching model cards, datasets and reusable model artifacts. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nThe model ecosystem is useful for discovery when licenses and model cards are part of the selection process. The [vendor page](https://huggingface.co/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nAccount upgrades include PRO $9/month and Team $20/user/month. Storage and compute charges are separate. [Public pricing](https://huggingface.co/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA downloadable model is not automatically licensed for every commercial use.\n\n## A sensible first workflow\n\nCompare model cards, licenses and deployment needs before running anything. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/hugging-face/) for the rest of the stack.", "source": "https://huggingface.co/pricing", "url": "https://loadedtokens.com/tools/hugging-face-hub/", "issue": null }, { "slug": "jan", "name": "Jan", "maker": "Jan", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source" ], "company": "https://loadedtokens.com/companies/jan/", "audience": "People who want ChatGPT-shaped software without sending the prompt away.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/janhq/jan", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Repository", "url": "https://github.com/janhq/jan" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free to download. The README states Apache 2.0. Confirm the LICENSE file you install.", "summary": "A desktop app that runs local models and exposes a local API.", "why": "## What it is\n\nA desktop app that runs local models and exposes a local API. See the [official page](https://github.com/janhq/jan). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want ChatGPT-shaped software without sending the prompt away. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe project describes itself as local-first and cites Apache 2.0 in the README. Match that to the file in your checkout. The [source page](https://github.com/janhq/jan) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree to download. The README states Apache 2.0. Confirm the LICENSE file you install. [Public pricing or license](https://github.com/janhq/jan) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nInstall it, confirm the license file, and point one local client at the port it opens. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch until you have read the license in the version you run.", "source": "https://github.com/janhq/jan", "url": "https://loadedtokens.com/tools/jan/", "issue": null }, { "slug": "kimi", "name": "Kimi", "maker": "Moonshot AI", "category": "Models", "categorySlug": "models", "topics": [ "models", "open-source" ], "company": "https://loadedtokens.com/companies/moonshot/", "audience": "People comparing a Kimi download with the hosted Kimi product.", "pricingChecked": "2026-11-07", "pricingSource": "https://huggingface.co/moonshotai", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Model cards", "url": "https://huggingface.co/moonshotai" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Weights are free to download where the model card allows it. Hosted Kimi is a separate account.", "summary": "Moonshot's Kimi models, including open-weight checkpoints.", "why": "## What it is\n\nMoonshot's Kimi models, including open-weight checkpoints. See the [official page](https://huggingface.co/moonshotai). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople comparing a Kimi download with the hosted Kimi product. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe Hugging Face org is the index of checkpoints. The license file on the card is the grant. The [source page](https://huggingface.co/moonshotai) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nWeights are free to download where the model card allows it. Hosted Kimi is a separate account. [Public pricing or license](https://huggingface.co/moonshotai) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nOpen the card for the checkpoint you mean to run and read the license before you fine-tune it. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch until the specific card matches the job.", "source": "https://huggingface.co/moonshotai", "url": "https://loadedtokens.com/tools/kimi/", "issue": null }, { "slug": "langgraph", "name": "LangGraph", "maker": "LangChain", "category": "Agents", "categorySlug": "agents", "topics": [ "agents" ], "company": "https://loadedtokens.com/companies/langchain/", "audience": "Developers orchestrating stateful multi-step workflows.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.langchain.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://www.langchain.com/pricing" }, { "label": "Product documentation", "url": "https://docs.langchain.com/oss/python/langgraph/overview" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Self-managed runtime and model costs apply. Managed deployment and LangSmith features have separate pricing.", "summary": "An orchestration framework for stateful agent workflows, with explicit graph structure and execution control.", "why": "## What it is\n\nAn orchestration framework for stateful agent workflows, with explicit graph structure and execution control. See the [official documentation or product page](https://docs.langchain.com/oss/python/langgraph/overview). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers orchestrating stateful multi-step workflows. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nUseful when the workflow genuinely needs persistent state, branching or human checkpoints. The [vendor page](https://docs.langchain.com/oss/python/langgraph/overview) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nSelf-managed runtime and model costs apply. Managed deployment and LangSmith features have separate pricing. [Public pricing](https://www.langchain.com/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA graph can organize an agent without making its decisions correct.\n\n## A sensible first workflow\n\nDraw a two-step workflow with a human checkpoint before any write. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/langchain/) for the rest of the stack.", "source": "https://docs.langchain.com/oss/python/langgraph/overview", "url": "https://loadedtokens.com/tools/langgraph/", "issue": null }, { "slug": "langsmith", "name": "LangSmith", "maker": "LangChain", "category": "Agent infrastructure", "categorySlug": "infrastructure", "topics": [ "infrastructure", "agents" ], "company": "https://loadedtokens.com/companies/langchain/", "audience": "Teams debugging and evaluating model-backed applications.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.langchain.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://www.langchain.com/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Developer $0/seat/month plus usage, up to 5,000 base traces/month. Plus $39/seat/month plus usage.", "summary": "A platform for tracing, evaluation and agent-development workflows.", "why": "## What it is\n\nA platform for tracing, evaluation and agent-development workflows. See the [official documentation or product page](https://www.langchain.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams debugging and evaluating model-backed applications. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nVisible traces and evaluation workflows address a real need once an application has multiple steps. The [vendor page](https://www.langchain.com/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nDeveloper $0/seat/month plus usage, up to 5,000 base traces/month. Plus $39/seat/month plus usage. [Public pricing](https://www.langchain.com/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nObservability data can expose user inputs; review retention and access before sending traces.\n\n## A sensible first workflow\n\nTrace a sanitized example and label the exact step where the output fails. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/langchain/) for the rest of the stack.", "source": "https://www.langchain.com/pricing", "url": "https://loadedtokens.com/tools/langsmith/", "issue": null }, { "slug": "llama", "name": "Llama", "maker": "Meta", "category": "Models", "categorySlug": "models", "topics": [ "models", "open-source" ], "company": "https://loadedtokens.com/companies/meta/", "audience": "Teams that can accept Meta's license, including its display rules and scale terms.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.llama.com/llama-downloads/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Downloads", "url": "https://www.llama.com/llama-downloads/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Weights are free under the Llama community license, which is not an OSI open-source license.", "summary": "Meta's Llama open-weight models.", "why": "## What it is\n\nMeta's Llama open-weight models. See the [official page](https://www.llama.com/llama-downloads/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams that can accept Meta's license, including its display rules and scale terms. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe download is real. The license is a community license with conditions, not MIT. The [source page](https://www.llama.com/llama-downloads/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nWeights are free under the Llama community license, which is not an OSI open-source license. [Public pricing or license](https://www.llama.com/llama-downloads/) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nRead the license next to the weights you actually download. Versions differ. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch. Open weights is not the same phrase as open source.", "source": "https://www.llama.com/llama-downloads/", "url": "https://loadedtokens.com/tools/llama/", "issue": null }, { "slug": "llama-cpp", "name": "llama.cpp", "maker": "llama.cpp", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source", "coding-agents" ], "company": "https://loadedtokens.com/companies/llamacpp/", "audience": "Developers running models on a laptop or a small server.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/ggml-org/llama.cpp", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Repository", "url": "https://github.com/ggml-org/llama.cpp" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "The engine is free under the repository license. You supply the model.", "summary": "A local inference engine for GGUF-style model files.", "why": "## What it is\n\nA local inference engine for GGUF-style model files. See the [official page](https://github.com/ggml-org/llama.cpp). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers running models on a laptop or a small server. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nThis is the engine underneath a lot of local apps. The model file is a separate download. The [source page](https://github.com/ggml-org/llama.cpp) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nThe engine is free under the repository license. You supply the model. [Public pricing or license](https://github.com/ggml-org/llama.cpp) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nBuild it, run one small model, and keep the model license next to the binary. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use the engine when you want control. Still read the model license.", "source": "https://github.com/ggml-org/llama.cpp", "url": "https://loadedtokens.com/tools/llama-cpp/", "issue": null }, { "slug": "lm-studio", "name": "LM Studio", "maker": "LM Studio", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source" ], "company": "https://loadedtokens.com/companies/lmstudio/", "audience": "People who want a window, a model picker, and a local server.", "pricingChecked": "2026-11-07", "pricingSource": "https://lmstudio.ai/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Product page", "url": "https://lmstudio.ai/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free to download. The desktop app is not open source.", "summary": "A desktop app for chatting with local models.", "why": "## What it is\n\nA desktop app for chatting with local models. See the [official page](https://lmstudio.ai/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want a window, a model picker, and a local server. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nUseful local software. The terms, not a public LICENSE file, govern redistribution. The [source page](https://lmstudio.ai/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree to download. The desktop app is not open source. [Public pricing or license](https://lmstudio.ai/) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nInstall it, load one model, and read the terms before you ship it inside something you sell. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch if you need source code or the right to resell the app.", "source": "https://lmstudio.ai/", "url": "https://loadedtokens.com/tools/lm-studio/", "issue": null }, { "slug": "luma-dream-machine", "name": "Luma Dream Machine", "maker": "Luma AI", "category": "Video", "categorySlug": "video", "topics": [ "video" ], "company": "https://loadedtokens.com/companies/luma/", "audience": "People generating short clips who will track credits per second.", "pricingChecked": "2026-11-07", "pricingSource": "https://lumalabs.ai/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://lumalabs.ai/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Plus is $30 a month, or $25 billed yearly, with 10,000 credits. Pro is $90, or $75 yearly, with 40,000 credits.", "summary": "Hosted video and image generation.", "why": "## What it is\n\nHosted video and image generation. See the [official page](https://lumalabs.ai/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople generating short clips who will track credits per second. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nRay and third-party models on the pricing page spend credits by resolution and length. A 1080p second is not free. The [source page](https://lumalabs.ai/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nPlus is $30 a month, or $25 billed yearly, with 10,000 credits. Pro is $90, or $75 yearly, with 40,000 credits. [Public pricing or license](https://lumalabs.ai/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nPrice one 5-second clip from the credit table before you subscribe. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch the per-second line, not only the monthly price.", "source": "https://lumalabs.ai/pricing", "url": "https://loadedtokens.com/tools/luma-dream-machine/", "issue": null }, { "slug": "make", "name": "Make", "maker": "Make", "category": "Agents", "categorySlug": "agents", "topics": [ "agents" ], "company": "https://loadedtokens.com/companies/make/", "audience": "People automating a repeatable handoff between tools they already use.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.make.com/en/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://www.make.com/en/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free includes 1,000 credits a month. Most actions cost one credit. Credits expire at the end of the term. AI steps can cost more.", "summary": "Hosted scenarios that connect apps, billed in credits.", "why": "## What it is\n\nHosted scenarios that connect apps, billed in credits. See the [official page](https://www.make.com/en/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople automating a repeatable handoff between tools they already use. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe free tier is enough to see a scenario run. The bill grows with actions, not with a flat workflow fee. The [source page](https://www.make.com/en/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree includes 1,000 credits a month. Most actions cost one credit. Credits expire at the end of the term. AI steps can cost more. [Public pricing or license](https://www.make.com/en/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nBuild one scenario, count the modules, and multiply by how often it will run. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch if the job is a fixed workflow. It is the wrong shape for an open-ended agent.", "source": "https://www.make.com/en/pricing", "url": "https://loadedtokens.com/tools/make/", "issue": null }, { "slug": "microsoft-365-copilot", "name": "Microsoft 365 Copilot", "maker": "Microsoft", "category": "AI for work", "categorySlug": "ai-for-work", "topics": [ "ai-for-work" ], "company": "https://loadedtokens.com/companies/microsoft/", "audience": "Teams working in Word, Excel, PowerPoint, Outlook and Teams.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.microsoft.com/en-us/microsoft-365-copilot/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://www.microsoft.com/en-us/microsoft-365-copilot/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Plan and license dependent; the public page combines annual commitments, promotions and advanced-AI consumption billing. Verify the eligible SKU.", "summary": "Workplace AI integrated with Microsoft 365 applications, with license-dependent capabilities.", "why": "## What it is\n\nWorkplace AI integrated with Microsoft 365 applications, with license-dependent capabilities. See the [official documentation or product page](https://www.microsoft.com/en-us/microsoft-365-copilot/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams working in Word, Excel, PowerPoint, Outlook and Teams. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nWork-app integration can fit existing teams, but adoption starts with licensing and document permissions. The [vendor page](https://www.microsoft.com/en-us/microsoft-365-copilot/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nPlan and license dependent; the public page combines annual commitments, promotions and advanced-AI consumption billing. Verify the eligible SKU. [Public pricing](https://www.microsoft.com/en-us/microsoft-365-copilot/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA user’s access to a file is not proof that the file should be surfaced in every workflow.\n\n## A sensible first workflow\n\nSummarize an approved document set and check which permissions permit retrieval. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/microsoft/) for the rest of the stack.", "source": "https://www.microsoft.com/en-us/microsoft-365-copilot/pricing", "url": "https://loadedtokens.com/tools/microsoft-365-copilot/", "issue": null }, { "slug": "minimax-weights", "name": "MiniMax weights", "maker": "MiniMax", "category": "Models", "categorySlug": "models", "topics": [ "models", "open-source" ], "company": "https://loadedtokens.com/companies/minimax/", "audience": "People who want MiniMax weights and will read the commercial terms.", "pricingChecked": "2026-11-07", "pricingSource": "https://huggingface.co/MiniMaxAI", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Model cards", "url": "https://huggingface.co/MiniMaxAI" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Download terms are on the model card. A hosted MiniMax plan is a different product.", "summary": "MiniMax open-weight checkpoints.", "why": "## What it is\n\nMiniMax open-weight checkpoints. See the [official page](https://huggingface.co/MiniMaxAI). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want MiniMax weights and will read the commercial terms. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nDo not treat a download button as a commercial grant. The card says what you may ship. The [source page](https://huggingface.co/MiniMaxAI) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nDownload terms are on the model card. A hosted MiniMax plan is a different product. [Public pricing or license](https://huggingface.co/MiniMaxAI) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nRead the license, then decide whether a hosted API is the simpler contract. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch before you put it in a product.", "source": "https://huggingface.co/MiniMaxAI", "url": "https://loadedtokens.com/tools/minimax-weights/", "issue": null }, { "slug": "mistral-ocr", "name": "Mistral OCR", "maker": "Mistral AI", "category": "Agent infrastructure", "categorySlug": "infrastructure", "topics": [ "infrastructure", "models" ], "company": "https://loadedtokens.com/companies/mistral/", "audience": "Builders turning document images into structured text.", "pricingChecked": "2026-11-07", "pricingSource": "https://mistral.ai/pricing/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://mistral.ai/pricing/" }, { "label": "Product documentation", "url": "https://docs.mistral.ai/capabilities/document_ai/basic_ocr" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "OCR is billed per 1,000 pages rather than ordinary chat tokens; downstream model use is separate.", "summary": "A document OCR API for extracting content from documents, documented in Mistral’s document AI guide.", "why": "## What it is\n\nA document OCR API for extracting content from documents, documented in Mistral’s document AI guide. See the [official documentation or product page](https://docs.mistral.ai/capabilities/document_ai/basic_ocr). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nBuilders turning document images into structured text. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nFor document ingestion, a documented OCR service is a more direct fit than asking a general assistant to guess a scan. The [vendor page](https://docs.mistral.ai/capabilities/document_ai/basic_ocr) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nOCR is billed per 1,000 pages rather than ordinary chat tokens; downstream model use is separate. [Public pricing](https://mistral.ai/pricing/) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nTables, handwriting and layout still need validation against the source image.\n\n## A sensible first workflow\n\nExtract a public sample invoice and check totals and table cells by hand. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/mistral/) for the rest of the stack.", "source": "https://docs.mistral.ai/capabilities/document_ai/basic_ocr", "url": "https://loadedtokens.com/tools/mistral-ocr/", "issue": null }, { "slug": "mistral-open", "name": "Mistral open weights", "maker": "Mistral", "category": "Models", "categorySlug": "models", "topics": [ "models", "open-source" ], "company": "https://loadedtokens.com/companies/mistral/", "audience": "Teams that want a Mistral weight file rather than a token invoice.", "pricingChecked": "2026-11-07", "pricingSource": "https://huggingface.co/mistralai", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://docs.mistral.ai/" }, { "label": "Model cards", "url": "https://huggingface.co/mistralai" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Some Mistral checkpoints are Apache 2.0. The hosted API is a separate bill. Read the card.", "summary": "Mistral models you can download, as distinct from the paid API.", "why": "## What it is\n\nMistral models you can download, as distinct from the paid API. See the [official page](https://docs.mistral.ai/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams that want a Mistral weight file rather than a token invoice. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe company publishes both weights and an API. This profile is the weights. The card says which license you got. The [source page](https://docs.mistral.ai/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nSome Mistral checkpoints are Apache 2.0. The hosted API is a separate bill. Read the card. [Public pricing or license](https://huggingface.co/mistralai) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nPick one model id and read its card before you fine-tune. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch the specific checkpoint.", "source": "https://docs.mistral.ai/", "url": "https://loadedtokens.com/tools/mistral-open/", "issue": null }, { "slug": "mistral-studio", "name": "Mistral Studio", "maker": "Mistral", "category": "Agents", "categorySlug": "agents", "topics": [ "agents" ], "company": "https://loadedtokens.com/companies/mistral/", "audience": "Companies that already want Mistral and a place to deploy the agent.", "pricingChecked": "2026-11-07", "pricingSource": "https://mistral.ai/news/build-with-studio/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Announcement", "url": "https://mistral.ai/news/build-with-studio/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "The announcement describes managed agents, workflows, and apps in the cloud, a VPC, or on premises. It does not list a starter price.", "summary": "Mistral's hosted place to run agents and workflows.", "why": "## What it is\n\nMistral's hosted place to run agents and workflows. See the [official page](https://mistral.ai/news/build-with-studio/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nCompanies that already want Mistral and a place to deploy the agent. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe news post is a product description. Price, data region, and which model you are actually calling still have to be read in the console. The [source page](https://mistral.ai/news/build-with-studio/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nThe announcement describes managed agents, workflows, and apps in the cloud, a VPC, or on premises. It does not list a starter price. [Public pricing or license](https://mistral.ai/news/build-with-studio/) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nAsk for the price and the data boundary before you move a workflow. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch. The post is not a rate card.", "source": "https://mistral.ai/news/build-with-studio/", "url": "https://loadedtokens.com/tools/mistral-studio/", "issue": null }, { "slug": "mistral-vibe", "name": "Mistral Vibe", "maker": "Mistral AI", "category": "Agents", "categorySlug": "agents", "topics": [ "agents", "models" ], "company": "https://loadedtokens.com/companies/mistral/", "audience": "People exploring an assistant and coding workflow under Mistral’s plans.", "pricingChecked": "2026-11-07", "pricingSource": "https://mistral.ai/pricing/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://mistral.ai/pricing/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free access with limits; Pro and Team subscriptions available. Limits, taxes and API-credit benefits vary by plan.", "summary": "An assistant experience with chat, search, creation and coding access described on the pricing page.", "why": "## What it is\n\nAn assistant experience with chat, search, creation and coding access described on the pricing page. See the [official documentation or product page](https://mistral.ai/pricing/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople exploring an assistant and coding workflow under Mistral’s plans. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nIt belongs on the shortlist, but plan boundaries and the intended coding workload need a careful match. The [vendor page](https://mistral.ai/pricing/) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree access with limits; Pro and Team subscriptions available. Limits, taxes and API-credit benefits vary by plan. [Public pricing](https://mistral.ai/pricing/) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA subscription’s API-credit benefit does not make every API task unlimited.\n\n## A sensible first workflow\n\nOutline an internal workflow with public sample data and record the required integrations. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/mistral/) for the rest of the stack.", "source": "https://mistral.ai/pricing/", "url": "https://loadedtokens.com/tools/mistral-vibe/", "issue": null }, { "slug": "n8n", "name": "n8n", "maker": "n8n", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source", "agents" ], "company": "https://loadedtokens.com/companies/n8n/", "audience": "Teams automating internal work who have read the Sustainable Use License.", "pricingChecked": "2026-11-07", "pricingSource": "https://n8n.io/pricing/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://n8n.io/" }, { "label": "Pricing", "url": "https://n8n.io/pricing/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Starter is 20 euros a month billed annually. Pro is 50 euros. The community edition is free for your own internal use.", "summary": "A workflow tool with AI nodes. Source-available, not OSI open source.", "why": "## What it is\n\nA workflow tool with AI nodes. Source-available, not OSI open source. See the [official page](https://n8n.io/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams automating internal work who have read the Sustainable Use License. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nn8n's own docs say the license is not open source under the OSI definition. Internal use is the allowed path. The [source page](https://n8n.io/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nStarter is 20 euros a month billed annually. Pro is 50 euros. The community edition is free for your own internal use. [Public pricing or license](https://n8n.io/pricing/) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nBuild one internal workflow that does not send customer data anywhere you have not named. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch. Do not offer it as a service for others without a commercial agreement.", "source": "https://n8n.io/", "url": "https://loadedtokens.com/tools/n8n/", "issue": null }, { "slug": "ollama", "name": "Ollama", "maker": "Ollama", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source" ], "company": "https://loadedtokens.com/companies/ollama/", "audience": "People who want a model on their own machine without standing up a server from scratch.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/ollama/ollama/blob/main/LICENSE", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://ollama.com/" }, { "label": "License", "url": "https://github.com/ollama/ollama/blob/main/LICENSE" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free to download. The app license is MIT. Each model you pull has its own license.", "summary": "A local runner for open-weight chat models.", "why": "## What it is\n\nA local runner for open-weight chat models. See the [official page](https://ollama.com/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want a model on their own machine without standing up a server from scratch. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nOllama is the app and local server. The MIT license covers the app, not the weights you download. The [source page](https://ollama.com/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree to download. The app license is MIT. Each model you pull has its own license. [Public pricing or license](https://github.com/ollama/ollama/blob/main/LICENSE) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nPull one small model, ask it one question, and read that model's license before you point real work at it. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use it for local experiments. Do not assume the model license matches the app license.", "source": "https://ollama.com/", "url": "https://loadedtokens.com/tools/ollama/", "issue": null }, { "slug": "open-webui", "name": "Open WebUI", "maker": "Open WebUI", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source" ], "company": "https://loadedtokens.com/companies/open-webui/", "audience": "Teams that want a shared chat UI on their own network.", "pricingChecked": "2026-11-07", "pricingSource": "https://docs.openwebui.com/license", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://docs.openwebui.com/" }, { "label": "License", "url": "https://docs.openwebui.com/license" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free to self-host. The license restricts branding changes above a stated user count.", "summary": "A chat interface you host in front of Ollama or another model server.", "why": "## What it is\n\nA chat interface you host in front of Ollama or another model server. See the [official page](https://docs.openwebui.com/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams that want a shared chat UI on their own network. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe project documents a branding clause on top of a permissive base. Read it before you white-label anything. The [source page](https://docs.openwebui.com/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree to self-host. The license restricts branding changes above a stated user count. [Public pricing or license](https://docs.openwebui.com/license) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nPoint it at one local model and decide who is allowed to sign in. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch if you need to remove the name.", "source": "https://docs.openwebui.com/", "url": "https://loadedtokens.com/tools/open-webui/", "issue": null }, { "slug": "openai-responses-api", "name": "OpenAI Responses API", "maker": "OpenAI", "category": "Models", "categorySlug": "models", "topics": [ "models" ], "company": "https://loadedtokens.com/companies/openai/", "audience": "Developers embedding model calls and tools in applications.", "pricingChecked": "2026-11-07", "pricingSource": "https://developers.openai.com/api/docs/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://developers.openai.com/api/docs/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "No separate Responses API fee; model tokens and tool usage are billed. Example: GPT-6.1 Terra standard short-context $1/M input and $5/M output tokens.", "summary": "A model API surface with usage billed at the selected model and tool rates.", "why": "## What it is\n\nA model API surface with usage billed at the selected model and tool rates. See the [official documentation or product page](https://developers.openai.com/api/docs/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers embedding model calls and tools in applications. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nFor builders who need an application API rather than a chat subscription, the rate card makes the unit of cost explicit. The [vendor page](https://developers.openai.com/api/docs/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nNo separate Responses API fee; model tokens and tool usage are billed. Example: GPT-6.1 Terra standard short-context $1/M input and $5/M output tokens. [Public pricing](https://developers.openai.com/api/docs/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nSearch, storage, tool calls and processing tiers can add charges beyond text input and output.\n\n## A sensible first workflow\n\nDefine a bounded extraction job with a schema, a spending limit and a rejection path. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/openai/) for the rest of the stack.", "source": "https://developers.openai.com/api/docs/pricing", "url": "https://loadedtokens.com/tools/openai-responses-api/", "issue": null }, { "slug": "perplexity-agent-api", "name": "Perplexity Agent API", "maker": "Perplexity", "category": "Search & research", "categorySlug": "research", "topics": [ "research" ], "company": "https://loadedtokens.com/companies/perplexity/", "audience": "Builders producing web-grounded answers.", "pricingChecked": "2026-11-07", "pricingSource": "https://docs.perplexity.ai/getting-started/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://docs.perplexity.ai/getting-started/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Model-specific token rates; tool calls such as web search add separate charges. See the public API rate card.", "summary": "An API providing third-party model access with token-based billing and separately priced tools.", "why": "## What it is\n\nAn API providing third-party model access with token-based billing and separately priced tools. See the [official documentation or product page](https://docs.perplexity.ai/getting-started/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nBuilders producing web-grounded answers. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nModel access plus search tools is relevant for research applications, but retrieval is not the same as claim verification. The [vendor page](https://docs.perplexity.ai/getting-started/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nModel-specific token rates; tool calls such as web search add separate charges. See the public API rate card. [Public pricing](https://docs.perplexity.ai/getting-started/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA source may be stale, contradictory or narrower than the generated sentence.\n\n## A sensible first workflow\n\nRequest an answer on a narrow public question and open each supporting source. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/perplexity/) for the rest of the stack.", "source": "https://docs.perplexity.ai/getting-started/pricing", "url": "https://loadedtokens.com/tools/perplexity-agent-api/", "issue": null }, { "slug": "perplexity-search-api", "name": "Perplexity Search API", "maker": "Perplexity", "category": "Search & research", "categorySlug": "research", "topics": [ "research" ], "company": "https://loadedtokens.com/companies/perplexity/", "audience": "Developers who want search results before generating their own answer.", "pricingChecked": "2026-11-07", "pricingSource": "https://docs.perplexity.ai/getting-started/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://docs.perplexity.ai/getting-started/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Search API: $5 per 1,000 successful requests; Fast Search: $1 per 1,000 successful requests. No token billing for Search API.", "summary": "A web-search API with separate request-based billing listed in Perplexity’s rate card.", "why": "## What it is\n\nA web-search API with separate request-based billing listed in Perplexity’s rate card. See the [official documentation or product page](https://docs.perplexity.ai/getting-started/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who want search results before generating their own answer. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nA search-first workflow is a good fit when an application needs evidence retrieval without delegating the entire narrative. The [vendor page](https://docs.perplexity.ai/getting-started/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nSearch API: $5 per 1,000 successful requests; Fast Search: $1 per 1,000 successful requests. No token billing for Search API. [Public pricing](https://docs.perplexity.ai/getting-started/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nSearch ranking does not establish authority; retain source URLs and dates for downstream review.\n\n## A sensible first workflow\n\nRetrieve primary sources first, then write only what those pages support. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/perplexity/) for the rest of the stack.", "source": "https://docs.perplexity.ai/getting-started/pricing", "url": "https://loadedtokens.com/tools/perplexity-search-api/", "issue": null }, { "slug": "perplexity-teammates", "name": "Perplexity Teammates", "maker": "Perplexity", "category": "Agents", "categorySlug": "agents", "topics": [ "agents" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://www.webpronews.com/perplexity-launches-teammates-personal-agents-for-long-running-work/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Perplexity Max subscribers; web now, iOS soon", "summary": "Personal agents that run long projects, remember goals and files across runs, and report back.", "why": "Promising shape, premium-tier gate. Wait for real-world reports before moving work onto it.", "source": "https://www.webpronews.com/perplexity-launches-teammates-personal-agents-for-long-running-work/", "url": "https://loadedtokens.com/tools/perplexity-teammates/", "issue": "https://loadedtokens.com/issues/2026-11-07-the-localhost-escape/" }, { "slug": "qwen", "name": "Qwen", "maker": "Alibaba Cloud", "category": "Models", "categorySlug": "models", "topics": [ "models", "open-source" ], "company": "https://loadedtokens.com/companies/alibaba/", "audience": "Teams choosing a Qwen checkpoint to run locally.", "pricingChecked": "2026-11-07", "pricingSource": "https://huggingface.co/Qwen", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://qwen.ai/" }, { "label": "Model cards", "url": "https://huggingface.co/Qwen" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Many Qwen cards use Apache 2.0. Confirm the card. A hosted DashScope bill is separate.", "summary": "Alibaba's Qwen open-weight family.", "why": "## What it is\n\nAlibaba's Qwen open-weight family. See the [official page](https://qwen.ai/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams choosing a Qwen checkpoint to run locally. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nQwen publishes weights and a model card per release. Apache 2.0 shows up often. It is not a promise about every file in the org. The [source page](https://qwen.ai/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nMany Qwen cards use Apache 2.0. Confirm the card. A hosted DashScope bill is separate. [Public pricing or license](https://huggingface.co/Qwen) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nMatch the model id in your script to the card you read. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch the card, not the family name.", "source": "https://qwen.ai/", "url": "https://loadedtokens.com/tools/qwen/", "issue": null }, { "slug": "replit-agent", "name": "Replit Agent", "maker": "Replit", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents" ], "company": "https://loadedtokens.com/companies/replit/", "audience": "People who want the prompt, the editor, and the URL in one place.", "pricingChecked": "2026-11-07", "pricingSource": "https://replit.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://replit.com/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free mode is listed. Personal is $20 a month or $18 billed annually, with $20 toward models. Commercial is $100 or $90 billed annually.", "summary": "A hosted agent that builds and deploys apps inside Replit.", "why": "## What it is\n\nA hosted agent that builds and deploys apps inside Replit. See the [official page](https://replit.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want the prompt, the editor, and the URL in one place. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nReplit says the agent is probabilistic and can be wrong. The model allowance is not unlimited work. The [source page](https://replit.com/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree mode is listed. Personal is $20 a month or $18 billed annually, with $20 toward models. Commercial is $100 or $90 billed annually. [Public pricing or license](https://replit.com/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nBuild one small app on the free mode and read the diff before you publish it. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch. Hosting and the agent are the same vendor.", "source": "https://replit.com/pricing", "url": "https://loadedtokens.com/tools/replit-agent/", "issue": null }, { "slug": "runway", "name": "Runway", "maker": "Runway", "category": "Video", "categorySlug": "video", "topics": [ "video" ], "company": "https://loadedtokens.com/companies/runway/", "audience": "Creators who will budget credits instead of a flat per-clip price.", "pricingChecked": "2026-11-07", "pricingSource": "https://runwayml.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://runwayml.com/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free includes 125 one-time credits. Standard is $12 a month billed yearly. Pro is $28. Max is $76. Models spend credits at different rates.", "summary": "A hosted studio for AI video and images.", "why": "## What it is\n\nA hosted studio for AI video and images. See the [official page](https://runwayml.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nCreators who will budget credits instead of a flat per-clip price. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe plan is the allowance. Gen-4.5, Aleph, and third-party models on the page do not cost the same number of credits. The [source page](https://runwayml.com/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree includes 125 one-time credits. Standard is $12 a month billed yearly. Pro is $28. Max is $76. Models spend credits at different rates. [Public pricing or license](https://runwayml.com/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nSpend the free credits on one clip before you pick a monthly plan. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch the credit table, not the monthly headline.", "source": "https://runwayml.com/pricing", "url": "https://loadedtokens.com/tools/runway/", "issue": null }, { "slug": "stable-diffusion", "name": "Stable Diffusion", "maker": "Stability AI", "category": "Video", "categorySlug": "video", "topics": [ "video", "open-source" ], "company": "https://loadedtokens.com/companies/stability/", "audience": "People running a local image model who will read Stability's license.", "pricingChecked": "2026-11-07", "pricingSource": "https://huggingface.co/stabilityai/stable-diffusion-2-1", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Model card", "url": "https://huggingface.co/stabilityai/stable-diffusion-2-1" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Weights are free to download under the license on the model card, which adds use restrictions.", "summary": "The Stable Diffusion image models.", "why": "## What it is\n\nThe Stable Diffusion image models. See the [official page](https://huggingface.co/stabilityai/stable-diffusion-2-1). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople running a local image model who will read Stability's license. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThis is not a plain MIT weight file. The model card is the contract. The [source page](https://huggingface.co/stabilityai/stable-diffusion-2-1) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nWeights are free to download under the license on the model card, which adds use restrictions. [Public pricing or license](https://huggingface.co/stabilityai/stable-diffusion-2-1) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nRead the card, then run one prompt on a machine you control. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch. The download is easy. The license is the work.", "source": "https://huggingface.co/stabilityai/stable-diffusion-2-1", "url": "https://loadedtokens.com/tools/stable-diffusion/", "issue": null }, { "slug": "synthesia", "name": "Synthesia", "maker": "Synthesia", "category": "Video", "categorySlug": "video", "topics": [ "video" ], "company": "https://loadedtokens.com/companies/synthesia/", "audience": "Teams that want a presenter to read a training or product script.", "pricingChecked": "2026-11-07", "pricingSource": "https://www.synthesia.io/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Pricing", "url": "https://www.synthesia.io/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Basic is free. Starter is $19 a month, or $14 a month billed yearly. Pro is sold in credit tiers.", "summary": "Scripted avatar video.", "why": "## What it is\n\nScripted avatar video. See the [official page](https://www.synthesia.io/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams that want a presenter to read a training or product script. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nA free allowance covers a limited amount of video. Credits are the shared unit after that. The [source page](https://www.synthesia.io/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nBasic is free. Starter is $19 a month, or $14 a month billed yearly. Pro is sold in credit tiers. [Public pricing or license](https://www.synthesia.io/pricing) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nMake one short video on the free allowance and see whether the avatar is the format you actually need. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch if a talking head is the job. Ignore it if you needed a filmed scene.", "source": "https://www.synthesia.io/pricing", "url": "https://loadedtokens.com/tools/synthesia/", "issue": null }, { "slug": "tavily", "name": "Tavily", "maker": "Tavily", "category": "Search & research", "categorySlug": "research", "topics": [ "research" ], "company": "https://loadedtokens.com/companies/tavily/", "audience": "Developers who want a small free monthly allowance.", "pricingChecked": "2026-11-07", "pricingSource": "https://docs.tavily.com/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://tavily.com/pricing" }, { "label": "Pricing and docs", "url": "https://docs.tavily.com/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free Researcher plan: 1,000 API credits a month, no card. Paid use is pay as you go. Credit cost depends on the request type.", "summary": "Search API credits for agents.", "why": "## What it is\n\nSearch API credits for agents. See the [official page](https://tavily.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nDevelopers who want a small free monthly allowance. The recommendation is scoped to that job.\n\n## The evidence behind Watch\n\nThe free tier is clear. The docs, not the plan card, say how many credits a search or a crawl spends. The [source page](https://tavily.com/pricing) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree Researcher plan: 1,000 API credits a month, no card. Paid use is pay as you go. Credit cost depends on the request type. [Public pricing or license](https://docs.tavily.com/) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nSpend part of the free 1,000 credits and read the usage page before you add a card. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Watch until the credit math for your request type is written down.", "source": "https://tavily.com/pricing", "url": "https://loadedtokens.com/tools/tavily/", "issue": null }, { "slug": "v0", "name": "v0", "maker": "Vercel", "category": "Build & deploy", "categorySlug": "build-deploy", "topics": [ "build-deploy" ], "company": "https://loadedtokens.com/companies/vercel/", "audience": "People prototyping web interfaces and applications.", "pricingChecked": "2026-11-07", "pricingSource": "https://v0.app/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://v0.app/pricing" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free and paid plans; paid usage includes credit allowances and additional-credit purchases. Confirm the selected billing term.", "summary": "A generation and editing product with visual design, code and Vercel deployment workflows.", "why": "## What it is\n\nA generation and editing product with visual design, code and Vercel deployment workflows. See the [official documentation or product page](https://v0.app/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople prototyping web interfaces and applications. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nUseful for getting a prototype on screen, but authentication, security and maintenance remain real engineering work. The [vendor page](https://v0.app/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree and paid plans; paid usage includes credit allowances and additional-credit purchases. Confirm the selected billing term. [Public pricing](https://v0.app/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA generated UI is not evidence that data access or failure handling is correct.\n\n## A sensible first workflow\n\nPrototype one screen with mock data before attaching a real database. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/vercel/) for the rest of the stack.", "source": "https://v0.app/pricing", "url": "https://loadedtokens.com/tools/v0/", "issue": null }, { "slug": "vercel-ai-sdk", "name": "Vercel AI SDK", "maker": "Vercel", "category": "Build & deploy", "categorySlug": "build-deploy", "topics": [ "build-deploy" ], "company": "https://loadedtokens.com/companies/vercel/", "audience": "TypeScript developers integrating model calls and AI user interfaces.", "pricingChecked": "2026-11-07", "pricingSource": "https://ai-sdk.dev/docs/introduction", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://ai-sdk.dev/docs/introduction" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Model provider and hosting charges remain separate. The SDK overview does not quote a per-request SDK subscription.", "summary": "A TypeScript toolkit with provider abstractions and UI building blocks for AI applications.", "why": "## What it is\n\nA TypeScript toolkit with provider abstractions and UI building blocks for AI applications. See the [official documentation or product page](https://ai-sdk.dev/docs/introduction). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTypeScript developers integrating model calls and AI user interfaces. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nA documented toolkit is a sensible fit when you want to own the application rather than only prompt a builder. The [vendor page](https://ai-sdk.dev/docs/introduction) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nModel provider and hosting charges remain separate. The SDK overview does not quote a per-request SDK subscription. [Public pricing](https://ai-sdk.dev/docs/introduction) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA shared API shape does not make providers identical in capability or billing.\n\n## A sensible first workflow\n\nBuild a minimal server-side model route with timeouts and explicit error states. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/vercel/) for the rest of the stack.", "source": "https://ai-sdk.dev/docs/introduction", "url": "https://loadedtokens.com/tools/vercel-ai-sdk/", "issue": null }, { "slug": "vllm", "name": "vLLM", "maker": "vLLM", "category": "Open source & local AI", "categorySlug": "open-source", "topics": [ "open-source", "infrastructure" ], "company": "https://loadedtokens.com/companies/vllm/", "audience": "Teams that need an API in front of weights they already have.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/vllm-project/vllm/blob/main/LICENSE", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://docs.vllm.ai/" }, { "label": "License", "url": "https://github.com/vllm-project/vllm/blob/main/LICENSE" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free under Apache 2.0. You pay for the GPUs.", "summary": "An Apache-licensed server for open-weight models.", "why": "## What it is\n\nAn Apache-licensed server for open-weight models. See the [official page](https://docs.vllm.ai/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams that need an API in front of weights they already have. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nThe license is Apache 2.0. Capacity, drivers, and the model card are the real project. The [source page](https://docs.vllm.ai/) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nFree under Apache 2.0. You pay for the GPUs. [Public pricing or license](https://github.com/vllm-project/vllm/blob/main/LICENSE) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nServe one model on hardware you control and point one internal client at it. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use it to serve weights. It does not pick the model for you.", "source": "https://docs.vllm.ai/", "url": "https://loadedtokens.com/tools/vllm/", "issue": null }, { "slug": "whisper", "name": "Whisper", "maker": "OpenAI", "category": "Voice & audio", "categorySlug": "audio", "topics": [ "audio", "open-source" ], "company": "https://loadedtokens.com/companies/openai/", "audience": "People who want transcription on their own machine.", "pricingChecked": "2026-11-07", "pricingSource": "https://github.com/openai/whisper/blob/main/LICENSE", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official page", "url": "https://github.com/openai/whisper" }, { "label": "License", "url": "https://github.com/openai/whisper/blob/main/LICENSE" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "The repository is free to download. OpenAI's hosted transcription API is a separate, metered product.", "summary": "OpenAI's open speech-recognition models and code.", "why": "## What it is\n\nOpenAI's open speech-recognition models and code. See the [official page](https://github.com/openai/whisper). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nPeople who want transcription on their own machine. The recommendation is scoped to that job.\n\n## The evidence behind Use\n\nWhisper is the local model. The API product with a similar name is not this download. The [source page](https://github.com/openai/whisper) is the receipt. No speed ranking or reliability score is implied.\n\n## Pricing and the catch\n\nThe repository is free to download. OpenAI's hosted transcription API is a separate, metered product. [Public pricing or license](https://github.com/openai/whisper/blob/main/LICENSE) checked November 7, 2026. Amounts are as stated on that page. Tax, region, annual billing, and extra usage can change the bill.\n\n## A sensible first workflow\n\nTranscribe one file you already have the rights to, on a machine you control. This is a suggested evaluation, not a test we ran.\n\n**Bottom line:** Use it locally. Do not confuse it with the paid API.", "source": "https://github.com/openai/whisper", "url": "https://loadedtokens.com/tools/whisper/", "issue": null }, { "slug": "workers-ai", "name": "Cloudflare Workers AI", "maker": "Cloudflare", "category": "Agent infrastructure", "categorySlug": "infrastructure", "topics": [ "infrastructure" ], "company": "https://loadedtokens.com/companies/cloudflare/", "audience": "Builders serving supported models from Cloudflare Workers.", "pricingChecked": "2026-11-07", "pricingSource": "https://developers.cloudflare.com/workers-ai/platform/pricing/", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://developers.cloudflare.com/workers-ai/platform/pricing/" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "10,000 neurons/day free allocation; paid usage above that is $0.011/1,000 neurons on Workers Paid. Model units vary.", "summary": "Managed model inference integrated with the Workers platform.", "why": "## What it is\n\nManaged model inference integrated with the Workers platform. See the [official documentation or product page](https://developers.cloudflare.com/workers-ai/platform/pricing/). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nBuilders serving supported models from Cloudflare Workers. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nThe documented quotas make a bounded edge-inference workload straightforward to estimate. The [vendor page](https://developers.cloudflare.com/workers-ai/platform/pricing/) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\n10,000 neurons/day free allocation; paid usage above that is $0.011/1,000 neurons on Workers Paid. Model units vary. [Public pricing](https://developers.cloudflare.com/workers-ai/platform/pricing/) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nA neuron is a billing unit, not a token or a claim about model quality. Some models require paid access.\n\n## A sensible first workflow\n\nMap your chosen model’s unit usage to the daily quota before deployment. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/cloudflare/) for the rest of the stack.", "source": "https://developers.cloudflare.com/workers-ai/platform/pricing/", "url": "https://loadedtokens.com/tools/workers-ai/", "issue": null }, { "slug": "zapier-mcp", "name": "Zapier MCP", "maker": "Zapier", "category": "Agents", "categorySlug": "agents", "topics": [ "agents" ], "company": "https://loadedtokens.com/companies/zapier/", "audience": "Teams exposing connected app actions to supported AI clients.", "pricingChecked": "2026-11-07", "pricingSource": "https://zapier.com/mcp", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://zapier.com/mcp" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Included in every Zapier plan; each tool call uses two tasks from the shared task quota.", "summary": "An MCP connection layer for actions in applications connected to Zapier.", "why": "## What it is\n\nAn MCP connection layer for actions in applications connected to Zapier. See the [official documentation or product page](https://zapier.com/mcp). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nTeams exposing connected app actions to supported AI clients. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Watch\n\nConvenient app access needs narrow scopes and approval boundaries; interoperability is not authorization. The [vendor page](https://zapier.com/mcp) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nIncluded in every Zapier plan; each tool call uses two tasks from the shared task quota. [Public pricing](https://zapier.com/mcp) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nThe same assistant can make multiple calls for one business outcome. Count tasks and review irreversible actions.\n\n## A sensible first workflow\n\nExpose a read-only lookup before enabling any write or send action. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/zapier/) for the rest of the stack.", "source": "https://zapier.com/mcp", "url": "https://loadedtokens.com/tools/zapier-mcp/", "issue": null }, { "slug": "zapier-workflows", "name": "Zapier workflows", "maker": "Zapier", "category": "Agents", "categorySlug": "agents", "topics": [ "agents" ], "company": "https://loadedtokens.com/companies/zapier/", "audience": "Operations teams connecting business apps.", "pricingChecked": "2026-11-07", "pricingSource": "https://zapier.com/pricing", "pricingStatus": "public page reviewed on stated date", "sources": [ { "label": "Official pricing / product page", "url": "https://zapier.com/pricing" } ], "verdict": "use", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-07", "price": "Free and paid task-based plans; allowance, task type and billing commitment affect the bill.", "summary": "Task-based automation combining app workflows, data tables and forms.", "why": "## What it is\n\nTask-based automation combining app workflows, data tables and forms. See the [official documentation or product page](https://zapier.com/pricing). This profile describes public documentation, not a Loaded Tokens hands-on test.\n\n## Who it is for\n\nOperations teams connecting business apps. Our recommendation is scoped to that job; it is not a universal winner.\n\n## The evidence behind Use\n\nA useful fit for deterministic, repeatable app handoffs that do not need an autonomous planner. The [vendor page](https://zapier.com/pricing) documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.\n\n## Pricing and the catch\n\nFree and paid task-based plans; allowance, task type and billing commitment affect the bill. [Public pricing](https://zapier.com/pricing) checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.\n\nAn AI step can increase usage and introduce uncertainty into an otherwise predictable workflow.\n\n## A sensible first workflow\n\nStart with a trigger, a draft action and human approval before sending. This is a suggested evaluation, not a test we ran. Decide what success looks like before opening the tool: what output is acceptable, what needs review and where the workflow must stop.\n\n**Bottom line:** buy for the job, keep the exit route, and do not confuse a feature list with proof of results. Browse [the company profile](/companies/zapier/) for the rest of the stack.", "source": "https://zapier.com/pricing", "url": "https://loadedtokens.com/tools/zapier-workflows/", "issue": null }, { "slug": "claude-code-2-1-319", "name": "Claude Code 2.1.319", "maker": "Anthropic", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://code.claude.com/docs/en/changelog" } ], "verdict": "use", "evidenceLimited": true, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-06", "price": "Existing Claude Code plans", "summary": "Background MCP tasks and a permissions.denyInsteadOfPrompting setting for unattended runs.", "why": "If you run agents in CI or on a schedule, this stops runs from hanging on a permission prompt.", "source": "https://code.claude.com/docs/en/changelog", "url": "https://loadedtokens.com/tools/claude-code-2-1-319/", "issue": "https://loadedtokens.com/issues/2026-11-07-the-localhost-escape/" }, { "slug": "aws-web-answer", "name": "Web Answer on Bedrock AgentCore", "maker": "AWS", "category": "Agent infrastructure", "categorySlug": "infrastructure", "topics": [ "infrastructure" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://aws.amazon.com/about-aws/whats-new/2026/11/web-answer-amazon-bedrock/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-05", "price": "Per-tool-call pricing; US East (N. Virginia) only", "summary": "One call returns a synthesized, cited web answer for your agent, over MCP.", "why": "Useful if you already live on AWS. Single region for now.", "source": "https://aws.amazon.com/about-aws/whats-new/2026/11/web-answer-amazon-bedrock/", "url": "https://loadedtokens.com/tools/aws-web-answer/", "issue": "https://loadedtokens.com/issues/2026-11-07-the-localhost-escape/" }, { "slug": "codex-cli-0-167", "name": "Codex CLI 0.167", "maker": "OpenAI", "category": "Coding agents", "categorySlug": "coding-agents", "topics": [ "coding-agents" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://thevibecodingreport.com/week/2026-W45/" } ], "verdict": "use", "evidenceLimited": true, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-05", "price": "Free CLI; model usage billed by plan", "summary": "An agent command center (codex agents) that flags unread results across several agents.", "why": "Juggling multiple agents is the new tab overload. This is the fix.", "source": "https://thevibecodingreport.com/week/2026-W45/", "url": "https://loadedtokens.com/tools/codex-cli-0-167/", "issue": "https://loadedtokens.com/issues/2026-11-07-the-localhost-escape/" }, { "slug": "cursor-live-apps", "name": "Cursor Live Apps", "maker": "Cursor", "category": "Build & deploy", "categorySlug": "build-deploy", "topics": [ "build-deploy" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://cursor.com/changelog" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-05", "price": "Requires a cloud agent on a paid Cursor plan", "summary": "A cloud agent builds the app, sets up a database and auth, and publishes it to a shareable link.", "why": "Kills the localhost graveyard. Four automatic pre-publish checks (secrets, credential files, .env, source maps) make it saner than most one-click deploys.\n\nWatch: availability and deployment constraints need clearer public evidence for our readers. This is a source-based editorial verdict, not a hands-on test result.", "source": "https://cursor.com/changelog", "url": "https://loadedtokens.com/tools/cursor-live-apps/", "issue": "https://loadedtokens.com/issues/2026-11-07-the-localhost-escape/" }, { "slug": "tencent-hy4", "name": "Tencent Hy4", "maker": "Tencent", "category": "Models", "categorySlug": "models", "topics": [ "models" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://www.tencent.com/tencent-launches-hy4-joining-the-ranks-of-the-worlds-leading-open-source-ai-models/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-11-04", "price": "About $0.90 / $2.70 per million tokens", "summary": "Open-source-bound model with vision and computer use; weights promised \"in the coming days.\"", "why": "Cheap and on OpenRouter. Watch for the weights and independent evals.", "source": "https://www.tencent.com/tencent-launches-hy4-joining-the-ranks-of-the-worlds-leading-open-source-ai-models/", "url": "https://loadedtokens.com/tools/tencent-hy4/", "issue": "https://loadedtokens.com/issues/2026-11-07-the-localhost-escape/" }, { "slug": "gemini-4-carbon", "name": "Gemini 4 Carbon", "maker": "Google", "category": "Models", "categorySlug": "models", "topics": [ "models" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-carbon/" } ], "verdict": "watch", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-10-28", "price": "$2 / $10 per million tokens introductory, when available", "summary": "Google's strongest model for cybersecurity and long-horizon tasks.", "why": "You can't use it yet: access starts with selected cyber defenders and trusted partners. No developer date.", "source": "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-carbon/", "url": "https://loadedtokens.com/tools/gemini-4-carbon/", "issue": "https://loadedtokens.com/issues/2026-10-30-model-week-from-heck/" }, { "slug": "genie-4", "name": "Genie 4", "maker": "Google DeepMind", "category": "Models", "categorySlug": "models", "topics": [ "models" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://deepmind.google/blog/genie-4-a-new-generation-of-world-simulation/" } ], "verdict": "ignore", "evidenceLimited": false, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-10-27", "price": "Research preview, waitlist", "summary": "Real-time interactive world simulation with native audio.", "why": "Spectacular demo, no access for most people, sessions last minutes. Bookmark, don't plan around it.", "source": "https://deepmind.google/blog/genie-4-a-new-generation-of-world-simulation/", "url": "https://loadedtokens.com/tools/genie-4/", "issue": "https://loadedtokens.com/issues/2026-10-30-model-week-from-heck/" }, { "slug": "gpt-6-1-terra", "name": "GPT-6.1 Terra", "maker": "OpenAI", "category": "Models", "categorySlug": "models", "topics": [ "models" ], "company": null, "audience": null, "pricingChecked": null, "pricingSource": null, "pricingStatus": "historical coverage; price not rechecked in this update", "sources": [ { "label": "Primary source", "url": "https://openai.com/index/introducing-gpt-6-1-terra" } ], "verdict": "use", "evidenceLimited": true, "evidenceBasis": "public sources; no hands-on testing claimed", "asOf": "2026-10-26", "price": "API prices 50% below GPT-5.6 Terra (reported $1 / $5 per million tokens)", "summary": "Fast, cheaper model for computer use, visual reasoning, writing and coding.", "why": "OpenAI reports 50.3% on Terminal-Bench 4.0 vs 21.5% for GPT-5.6 Terra. Vendor numbers, but the price cut alone justifies a test on high-volume work.", "source": "https://openai.com/index/introducing-gpt-6-1-terra", "url": "https://loadedtokens.com/tools/gpt-6-1-terra/", "issue": "https://loadedtokens.com/issues/2026-10-30-model-week-from-heck/" } ] }