{"schemaVersion":1,"publisher":"Loaded Tokens","updated":"2026-11-07","evidenceBasis":"public-source editorial audience fit; not investment advice or hands-on testing","companies":[{"slug":"alibaba","name":"Alibaba Cloud","summary":"Publisher of the Qwen open-weight model family.","category":"models","topics":["models"],"website":"https://qwen.ai/","audience":"Teams picking a Qwen checkpoint to run locally or through a host.","verdict":"watch","evidence":"Recent Qwen cards often use Apache 2.0. The card in front of you is the one that counts.","price":"License and any API price are per checkpoint, not one family-wide bill.","pricingSource":"https://huggingface.co/Qwen","pricingChecked":"2026-11-07","sources":[{"label":"Qwen model cards","url":"https://huggingface.co/Qwen"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/alibaba/","markdown":"## What it does\n\nPublisher of the Qwen open-weight model family. The [official page](https://qwen.ai/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nTeams picking a Qwen checkpoint to run locally or through a host. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nRecent Qwen cards often use Apache 2.0. The card in front of you is the one that counts. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nLicense and any API price are per checkpoint, not one family-wide bill. Source: [public page](https://huggingface.co/Qwen), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"anthropic","name":"Anthropic","summary":"The company behind Claude and Claude Code.","category":"models","topics":["models"],"website":"https://www.anthropic.com/","audience":"Knowledge workers and developers who want a chat assistant or coding agent.","verdict":"use","evidence":"Useful shortlist for readers needing documented chat and coding workflows; choose limits and permissions deliberately.","price":"Claude Free is $0; Pro is $20/month when billed monthly. Max starts at $100/month. Usage and model restrictions apply.","pricingSource":"https://claude.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://claude.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/anthropic/","markdown":"## What it does\n\nThe company behind Claude and Claude Code. The [official product and pricing page](https://claude.com/pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nKnowledge workers and developers who want a chat assistant or coding agent. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nUseful shortlist for readers needing documented chat and coding workflows; choose limits and permissions deliberately. Start with a bounded document or repository task. A higher usage tier is not a substitute for a definition of done. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nClaude Free is $0; Pro is $20/month when billed monthly. Max starts at $100/month. Usage and model restrictions apply. Source: [public pricing](https://claude.com/pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"assemblyai","name":"AssemblyAI","summary":"Speech-to-text and a newer text-to-speech API.","category":"audio","topics":["audio"],"website":"https://www.assemblyai.com/","audience":"Developers who want a published per-hour transcription rate.","verdict":"use","evidence":"Pre-recorded and streaming are billed differently. Streaming bills the time the socket stays open.","price":"$50 in free credits. Universal-3.5 Pro pre-recorded is $0.21 an hour. Text to speech is $15 per million characters.","pricingSource":"https://www.assemblyai.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://www.assemblyai.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/assemblyai/","markdown":"## What it does\n\nSpeech-to-text and a newer text-to-speech API. The [official page](https://www.assemblyai.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nDevelopers who want a published per-hour transcription rate. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nPre-recorded and streaming are billed differently. Streaming bills the time the socket stays open. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\n$50 in free credits. Universal-3.5 Pro pre-recorded is $0.21 an hour. Text to speech is $15 per million characters. Source: [public page](https://www.assemblyai.com/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"aws","name":"AWS","summary":"Amazon Bedrock model services and Amazon Q Developer coding assistance.","category":"infrastructure","topics":["infrastructure"],"website":"https://aws.amazon.com/bedrock/","audience":"Teams building inside AWS or managing AWS-oriented development workflows.","verdict":"watch","evidence":"Relevant for AWS teams, but service-specific permissions and layered charges warrant a cost model first.","price":"Bedrock varies by model, modality and tier. Q Developer offers Free and Pro at $19/user/month.","pricingSource":"https://aws.amazon.com/q/developer/pricing/","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://aws.amazon.com/q/developer/pricing/"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/aws/","markdown":"## What it does\n\nAmazon Bedrock model services and Amazon Q Developer coding assistance. The [official product and pricing page](https://aws.amazon.com/q/developer/pricing/) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nTeams building inside AWS or managing AWS-oriented development workflows. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nRelevant for AWS teams, but service-specific permissions and layered charges warrant a cost model first. Treat the cloud bill like a grocery receipt: model calls are one line, not the whole cart. Include knowledge bases, guardrails and surrounding services. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nBedrock varies by model, modality and tier. Q Developer offers Free and Pro at $19/user/month. Source: [public pricing](https://aws.amazon.com/q/developer/pricing/), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"black-forest-labs","name":"Black Forest Labs","summary":"Maker of the FLUX image models.","category":"video","topics":["video"],"website":"https://github.com/black-forest-labs/flux","audience":"People who want a specific FLUX checkpoint and will read that license.","verdict":"watch","evidence":"FLUX.1 schnell is Apache 2.0. Other FLUX licenses are not the same grant.","price":"schnell weights are free under Apache 2.0. Other checkpoints and any hosted API are priced separately.","pricingSource":"https://github.com/black-forest-labs/flux/blob/main/model_licenses/LICENSE-FLUX1-schnell","pricingChecked":"2026-11-07","sources":[{"label":"FLUX.1 schnell license","url":"https://github.com/black-forest-labs/flux/blob/main/model_licenses/LICENSE-FLUX1-schnell"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/black-forest-labs/","markdown":"## What it does\n\nMaker of the FLUX image models. The [official page](https://github.com/black-forest-labs/flux) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople who want a specific FLUX checkpoint and will read that license. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nFLUX.1 schnell is Apache 2.0. Other FLUX licenses are not the same grant. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nschnell weights are free under Apache 2.0. Other checkpoints and any hosted API are priced separately. Source: [public page](https://github.com/black-forest-labs/flux/blob/main/model_licenses/LICENSE-FLUX1-schnell), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"cartesia","name":"Cartesia","summary":"Speech models and voice agents, sold as monthly credits.","category":"audio","topics":["audio"],"website":"https://cartesia.ai/","audience":"Teams that want a voice API with a small free monthly credit.","verdict":"watch","evidence":"Credits and prepaid agent dollars are two allowances. Telephony and the language model can bill on top.","price":"Free is $0 with 20,000 credits a month. A $49 plan includes 1.25 million credits. Scale is $299.","pricingSource":"https://cartesia.ai/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://cartesia.ai/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/cartesia/","markdown":"## What it does\n\nSpeech models and voice agents, sold as monthly credits. The [official page](https://cartesia.ai/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nTeams that want a voice API with a small free monthly credit. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nCredits and prepaid agent dollars are two allowances. Telephony and the language model can bill on top. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree is $0 with 20,000 credits a month. A $49 plan includes 1.25 million credits. Scale is $299. Source: [public page](https://cartesia.ai/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"cloudflare","name":"Cloudflare","summary":"Workers AI inference and AI Gateway for managing model traffic.","category":"infrastructure","topics":["infrastructure"],"website":"https://developers.cloudflare.com/workers-ai/","audience":"Developers building edge applications and controlling API traffic.","verdict":"use","evidence":"Documented inference quotas and gateway controls make a useful shortlist for edge builders; model and logging charges still count.","price":"Workers AI includes 10,000 neurons/day; paid usage above this is $0.011/1,000 neurons. Gateway core features are free, with separate paid services.","pricingSource":"https://developers.cloudflare.com/workers-ai/platform/pricing/","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://developers.cloudflare.com/workers-ai/platform/pricing/"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/cloudflare/","markdown":"## What it does\n\nWorkers AI inference and AI Gateway for managing model traffic. The [official product and pricing page](https://developers.cloudflare.com/workers-ai/platform/pricing/) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nDevelopers building edge applications and controlling API traffic. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nDocumented inference quotas and gateway controls make a useful shortlist for edge builders; model and logging charges still count. Put the rate limit where the request enters. An AI gateway is a traffic controller, not proof that an answer is correct. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nWorkers AI includes 10,000 neurons/day; paid usage above this is $0.011/1,000 neurons. Gateway core features are free, with separate paid services. Source: [public pricing](https://developers.cloudflare.com/workers-ai/platform/pricing/), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"cognition","name":"Cognition","summary":"Maker of Devin, the desktop and cloud coding agent sold on windsurf.com.","category":"coding-agents","topics":["coding-agents"],"website":"https://windsurf.com/pricing","audience":"Developers comparing a free coding-agent quota with a $20 plan.","verdict":"watch","evidence":"Quotas refresh, and past the included use you buy more at API pricing. The page does not promise a fixed number of tasks.","price":"Free is $0. Pro is $20 a month. Max is $200. Teams is $80 a month plus $40 a month per full seat.","pricingSource":"https://windsurf.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://windsurf.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/cognition/","markdown":"## What it does\n\nMaker of Devin, the desktop and cloud coding agent sold on windsurf.com. The [official page](https://windsurf.com/pricing) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nDevelopers comparing a free coding-agent quota with a $20 plan. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nQuotas refresh, and past the included use you buy more at API pricing. The page does not promise a fixed number of tasks. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree is $0. Pro is $20 a month. Max is $200. Teams is $80 a month plus $40 a month per full seat. Source: [public page](https://windsurf.com/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"comfy-org","name":"Comfy Org","summary":"Makers of ComfyUI, a node-based local image and video workflow tool.","category":"open-source","topics":["open-source"],"website":"https://github.com/Comfy-Org/ComfyUI","audience":"People building image workflows on their own machine.","verdict":"watch","evidence":"GPL-3.0 means derivatives you ship have to stay under the GPL.","price":"The app is free. The license is GPL-3.0, which is a condition, not a suggestion.","pricingSource":"https://github.com/Comfy-Org/ComfyUI/blob/master/LICENSE","pricingChecked":"2026-11-07","sources":[{"label":"GPL-3.0 license","url":"https://github.com/Comfy-Org/ComfyUI/blob/master/LICENSE"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/comfy-org/","markdown":"## What it does\n\nMakers of ComfyUI, a node-based local image and video workflow tool. The [official page](https://github.com/Comfy-Org/ComfyUI) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople building image workflows on their own machine. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nGPL-3.0 means derivatives you ship have to stay under the GPL. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nThe app is free. The license is GPL-3.0, which is a condition, not a suggestion. Source: [public page](https://github.com/Comfy-Org/ComfyUI/blob/master/LICENSE), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"crewai","name":"crewAI","summary":"A framework for role-shaped agents written in Python.","category":"open-source","topics":["open-source"],"website":"https://github.com/crewAIInc/crewAI","audience":"Developers who want a crew of agents and will bring their own model.","verdict":"use","evidence":"The framework is MIT. The model bill is not included.","price":"The library is free under MIT. Model calls are billed by whoever hosts them.","pricingSource":"https://github.com/crewAIInc/crewAI/blob/main/LICENSE","pricingChecked":"2026-11-07","sources":[{"label":"MIT license","url":"https://github.com/crewAIInc/crewAI/blob/main/LICENSE"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/crewai/","markdown":"## What it does\n\nA framework for role-shaped agents written in Python. The [official page](https://github.com/crewAIInc/crewAI) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nDevelopers who want a crew of agents and will bring their own model. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nThe framework is MIT. The model bill is not included. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nThe library is free under MIT. Model calls are billed by whoever hosts them. Source: [public page](https://github.com/crewAIInc/crewAI/blob/main/LICENSE), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"cursor","name":"Cursor","summary":"An AI coding environment and command-line agent.","category":"coding-agents","topics":["coding-agents"],"website":"https://cursor.com/","audience":"Developers working in an editor or terminal.","verdict":"watch","evidence":"The documented editor and CLI are relevant, but included usage and third-party credit rules need checking.","price":"Free $0; Plus $8/month; Premium $30/month. Higher tiers exist. Third-party models require eligible plans and prepaid credit.","pricingSource":"https://cursor.com/docs/models-and-pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://cursor.com/docs/models-and-pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/cursor/","markdown":"## What it does\n\nAn AI coding environment and command-line agent. The [official product and pricing page](https://cursor.com/docs/models-and-pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nDevelopers working in an editor or terminal. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe documented editor and CLI are relevant, but included usage and third-party credit rules need checking. Buy for the work you do each day. Watch which model actually handles a request and whether it draws from an included pool or prepaid credit. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nFree $0; Plus $8/month; Premium $30/month. Higher tiers exist. Third-party models require eligible plans and prepaid credit. Source: [public pricing](https://cursor.com/docs/models-and-pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"deepgram","name":"Deepgram","summary":"Speech-to-text, text-to-speech, and voice agents, billed on use.","category":"audio","topics":["audio"],"website":"https://deepgram.com/","audience":"Developers adding transcription or a voice agent to a product.","verdict":"use","evidence":"The rate card is public, including a free credit, so you can price a pilot before you talk to sales.","price":"Pay as you go starts with $200 in free credit. Nova-3 monolingual pre-recorded is $0.0043 a minute. Aura-2 speech is $0.030 per 1,000 characters.","pricingSource":"https://deepgram.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://deepgram.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/deepgram/","markdown":"## What it does\n\nSpeech-to-text, text-to-speech, and voice agents, billed on use. The [official page](https://deepgram.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nDevelopers adding transcription or a voice agent to a product. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nThe rate card is public, including a free credit, so you can price a pilot before you talk to sales. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nPay as you go starts with $200 in free credit. Nova-3 monolingual pre-recorded is $0.0043 a minute. Aura-2 speech is $0.030 per 1,000 characters. Source: [public page](https://deepgram.com/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"deepseek","name":"DeepSeek","summary":"Open-weight language models and a hosted chat product.","category":"models","topics":["models"],"website":"https://www.deepseek.com/","audience":"People who want DeepSeek weights or the hosted chat, and will read the card.","verdict":"watch","evidence":"Do not treat every DeepSeek checkpoint as the same license.","price":"Weights are posted per model. Read that model's license before commercial use.","pricingSource":"https://huggingface.co/deepseek-ai","pricingChecked":"2026-11-07","sources":[{"label":"Model cards","url":"https://huggingface.co/deepseek-ai"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/deepseek/","markdown":"## What it does\n\nOpen-weight language models and a hosted chat product. The [official page](https://www.deepseek.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople who want DeepSeek weights or the hosted chat, and will read the card. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nDo not treat every DeepSeek checkpoint as the same license. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nWeights are posted per model. Read that model's license before commercial use. Source: [public page](https://huggingface.co/deepseek-ai), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"elevenlabs","name":"ElevenLabs","summary":"Speech generation and Scribe speech-to-text tools.","category":"audio","topics":["audio"],"website":"https://elevenlabs.io/","audience":"Creators and developers working with narration, captions and recorded audio.","verdict":"watch","evidence":"Useful voice and transcript shortlist, with consent, licensing and shared credit use to resolve before production.","price":"Free $0/month with 10,000 credits; Starter $6/month after any first-month promotion. Credits are shared across products.","pricingSource":"https://elevenlabs.io/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://elevenlabs.io/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/elevenlabs/","markdown":"## What it does\n\nSpeech generation and Scribe speech-to-text tools. The [official product and pricing page](https://elevenlabs.io/pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nCreators and developers working with narration, captions and recorded audio. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nUseful voice and transcript shortlist, with consent, licensing and shared credit use to resolve before production. Check the rights before the render. A synthetic voice and a transcript both need human review, especially for names and sensitive content. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nFree $0/month with 10,000 credits; Starter $6/month after any first-month promotion. Credits are shared across products. Source: [public pricing](https://elevenlabs.io/pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"exa","name":"Exa","summary":"A search API for agents, priced per request.","category":"research","topics":["research"],"website":"https://exa.ai/","audience":"Developers who want web results or a cited answer inside an agent.","verdict":"use","evidence":"The price list is per thousand requests, and the free credit resets each month.","price":"Free tier is $10 in credits on signup, resetting to $10 on the first of the month. Lite search is $4 per 1,000 requests. Answer is $5 per 1,000.","pricingSource":"https://exa.ai/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://exa.ai/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/exa/","markdown":"## What it does\n\nA search API for agents, priced per request. The [official page](https://exa.ai/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nDevelopers who want web results or a cited answer inside an agent. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nThe price list is per thousand requests, and the free credit resets each month. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree tier is $10 in credits on signup, resetting to $10 on the first of the month. Lite search is $4 per 1,000 requests. Answer is $5 per 1,000. Source: [public page](https://exa.ai/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"flowise","name":"Flowise","summary":"A visual builder for LLM flows you can host yourself.","category":"open-source","topics":["open-source"],"website":"https://github.com/FlowiseAI/Flowise","audience":"People who want a drag-and-drop flow in front of their own models.","verdict":"use","evidence":"Apache 2.0 builder. You still pay for any model you call.","price":"The software is free under Apache 2.0. Hosting and model fees are yours.","pricingSource":"https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md","pricingChecked":"2026-11-07","sources":[{"label":"Apache 2.0 license","url":"https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/flowise/","markdown":"## What it does\n\nA visual builder for LLM flows you can host yourself. The [official page](https://github.com/FlowiseAI/Flowise) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople who want a drag-and-drop flow in front of their own models. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nApache 2.0 builder. You still pay for any model you call. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nThe software is free under Apache 2.0. Hosting and model fees are yours. Source: [public page](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"github","name":"GitHub","summary":"Copilot coding assistance in editors, the cloud and the terminal.","category":"coding-agents","topics":["coding-agents"],"website":"https://github.com/features/copilot","audience":"Developers already working with code review and GitHub repositories.","verdict":"use","evidence":"Worth shortlisting for existing GitHub workflows; review changes and check model credit consumption.","price":"Copilot Free $0; Pro $10/user/month; Pro+ $39/user/month. Credits and model access vary by plan.","pricingSource":"https://github.com/features/copilot/plans","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://github.com/features/copilot/plans"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/github/","markdown":"## What it does\n\nCopilot coding assistance in editors, the cloud and the terminal. The [official product and pricing page](https://github.com/features/copilot/plans) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nDevelopers already working with code review and GitHub repositories. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nWorth shortlisting for existing GitHub workflows; review changes and check model credit consumption. The useful question is not whether an agent can open a diff. It is whether someone can understand, test and roll back that diff. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nCopilot Free $0; Pro $10/user/month; Pro+ $39/user/month. Credits and model access vary by plan. Source: [public pricing](https://github.com/features/copilot/plans), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"google","name":"Google","summary":"Gemini developer models and AI Studio for prototyping with them.","category":"models","topics":["models"],"website":"https://ai.google.dev/","audience":"Builders comparing multimodal models and developer tooling.","verdict":"watch","evidence":"Free-tier model access and data-use terms differ from paid access; verify them before using business data.","price":"Gemini Developer API has free and paid tiers; eligibility and rates vary by model. AI Studio access is listed in the free tier.","pricingSource":"https://ai.google.dev/gemini-api/docs/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://ai.google.dev/gemini-api/docs/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/google/","markdown":"## What it does\n\nGemini developer models and AI Studio for prototyping with them. The [official product and pricing page](https://ai.google.dev/gemini-api/docs/pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nBuilders comparing multimodal models and developer tooling. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nFree-tier model access and data-use terms differ from paid access; verify them before using business data. The free prototype and the production deployment need different checklists. Check model availability, quotas and the data-use row, not just the token price. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nGemini Developer API has free and paid tiers; eligibility and rates vary by model. AI Studio access is listed in the free tier. Source: [public pricing](https://ai.google.dev/gemini-api/docs/pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"heygen","name":"HeyGen","summary":"Avatar and translation video, with a credit system.","category":"video","topics":["video"],"website":"https://www.heygen.com/","audience":"People making talking-head video without a camera crew.","verdict":"watch","evidence":"Free includes three watermarked videos a month. Credits, not minutes, are the paid unit.","price":"Free is $0. Creator is $29 a month. Pro starts at $49. Business is $149 plus $20 a seat.","pricingSource":"https://www.heygen.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://www.heygen.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/heygen/","markdown":"## What it does\n\nAvatar and translation video, with a credit system. The [official page](https://www.heygen.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople making talking-head video without a camera crew. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nFree includes three watermarked videos a month. Credits, not minutes, are the paid unit. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree is $0. Creator is $29 a month. Pro starts at $49. Business is $149 plus $20 a seat. Source: [public page](https://www.heygen.com/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"hugging-face","name":"Hugging Face","summary":"A model and dataset Hub with hosted inference provider access.","category":"infrastructure","topics":["infrastructure"],"website":"https://huggingface.co/","audience":"Developers evaluating model artifacts, licenses and hosted inference.","verdict":"use","evidence":"A useful starting point for model discovery, provided readers inspect model cards and licenses.","price":"PRO $9/month; Team $20/user/month. Hosted compute and storage have separate metered charges and limits.","pricingSource":"https://huggingface.co/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://huggingface.co/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/hugging-face/","markdown":"## What it does\n\nA model and dataset Hub with hosted inference provider access. The [official product and pricing page](https://huggingface.co/pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nDevelopers evaluating model artifacts, licenses and hosted inference. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nA useful starting point for model discovery, provided readers inspect model cards and licenses. A public model repository is not a free production endpoint. Separate the model license, runtime bill and hosting requirements. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nPRO $9/month; Team $20/user/month. Hosted compute and storage have separate metered charges and limits. Source: [public pricing](https://huggingface.co/pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"jan","name":"Jan","summary":"A desktop app for running local models, with an OpenAI-compatible local server.","category":"open-source","topics":["open-source"],"website":"https://github.com/janhq/jan","audience":"People who want a local chat app and a localhost API.","verdict":"watch","evidence":"The README states Apache 2.0. Confirm the LICENSE file in the revision you install.","price":"Free to download. Treat the repository license as the terms.","pricingSource":"https://github.com/janhq/jan","pricingChecked":"2026-11-07","sources":[{"label":"Repository","url":"https://github.com/janhq/jan"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/jan/","markdown":"## What it does\n\nA desktop app for running local models, with an OpenAI-compatible local server. The [official page](https://github.com/janhq/jan) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople who want a local chat app and a localhost API. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe README states Apache 2.0. Confirm the LICENSE file in the revision you install. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree to download. Treat the repository license as the terms. Source: [public page](https://github.com/janhq/jan), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"langchain","name":"LangChain","summary":"LangGraph agent orchestration and LangSmith tracing and evaluation.","category":"agents","topics":["agents"],"website":"https://www.langchain.com/","audience":"Developers who need visible state, debugging and evaluation around agent workflows.","verdict":"use","evidence":"Useful when multi-step state and debugging are real needs; a simple function may be enough for simpler jobs.","price":"LangSmith Developer $0/seat/month plus usage; Plus $39/seat/month plus usage. Self-managed frameworks have separate runtime costs.","pricingSource":"https://www.langchain.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://www.langchain.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/langchain/","markdown":"## What it does\n\nLangGraph agent orchestration and LangSmith tracing and evaluation. The [official product and pricing page](https://www.langchain.com/pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nDevelopers who need visible state, debugging and evaluation around agent workflows. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nUseful when multi-step state and debugging are real needs; a simple function may be enough for simpler jobs. Start with the least machinery that makes failures visible. Add orchestration when the workflow earns it. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nLangSmith Developer $0/seat/month plus usage; Plus $39/seat/month plus usage. Self-managed frameworks have separate runtime costs. Source: [public pricing](https://www.langchain.com/pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"llamacpp","name":"llama.cpp","summary":"A local inference engine for running language models on CPUs and GPUs.","category":"open-source","topics":["open-source"],"website":"https://github.com/ggml-org/llama.cpp","audience":"Developers who want the engine, not a hosted API.","verdict":"use","evidence":"The project is the common local runtime. You still supply a model and its license.","price":"The engine is free under the repository license. Models are extra.","pricingSource":"https://github.com/ggml-org/llama.cpp","pricingChecked":"2026-11-07","sources":[{"label":"Repository","url":"https://github.com/ggml-org/llama.cpp"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/llamacpp/","markdown":"## What it does\n\nA local inference engine for running language models on CPUs and GPUs. The [official page](https://github.com/ggml-org/llama.cpp) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nDevelopers who want the engine, not a hosted API. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nThe project is the common local runtime. You still supply a model and its license. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nThe engine is free under the repository license. Models are extra. Source: [public page](https://github.com/ggml-org/llama.cpp), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"lmstudio","name":"LM Studio","summary":"A desktop app for running local models, with a chat window.","category":"open-source","topics":["open-source"],"website":"https://lmstudio.ai/","audience":"People who want a local chat app and do not need the source.","verdict":"watch","evidence":"The desktop app is free to download and is not open source.","price":"Free download. Redistribution is governed by the terms, not by an MIT grant.","pricingSource":"https://lmstudio.ai/","pricingChecked":"2026-11-07","sources":[{"label":"Product page","url":"https://lmstudio.ai/"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/lmstudio/","markdown":"## What it does\n\nA desktop app for running local models, with a chat window. The [official page](https://lmstudio.ai/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople who want a local chat app and do not need the source. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe desktop app is free to download and is not open source. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree download. Redistribution is governed by the terms, not by an MIT grant. Source: [public page](https://lmstudio.ai/), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"luma","name":"Luma AI","summary":"Hosted image and video generation, including Ray models.","category":"video","topics":["video"],"website":"https://lumalabs.ai/","audience":"People who want generated video and will budget credits.","verdict":"watch","evidence":"The subscription buys credits. A 1080p clip can spend those credits quickly.","price":"Plus is $30 a month, or $25 billed yearly, with 10,000 credits. Pro is $90, or $75 yearly.","pricingSource":"https://lumalabs.ai/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://lumalabs.ai/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/luma/","markdown":"## What it does\n\nHosted image and video generation, including Ray models. The [official page](https://lumalabs.ai/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople who want generated video and will budget credits. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe subscription buys credits. A 1080p clip can spend those credits quickly. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nPlus is $30 a month, or $25 billed yearly, with 10,000 credits. Pro is $90, or $75 yearly. Source: [public page](https://lumalabs.ai/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"make","name":"Make","summary":"A hosted automation tool that bills in credits per action.","category":"agents","topics":["agents"],"website":"https://www.make.com/","audience":"People connecting apps with scenarios, including a free monthly credit.","verdict":"watch","evidence":"Most actions cost one credit, and credits expire at the end of the term. AI steps can cost more.","price":"The free plan includes 1,000 credits a month. Paid plans sell larger credit bundles. Extra credits are sold in packs of 1,000 or 10,000.","pricingSource":"https://www.make.com/en/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://www.make.com/en/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/make/","markdown":"## What it does\n\nA hosted automation tool that bills in credits per action. The [official page](https://www.make.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople connecting apps with scenarios, including a free monthly credit. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nMost actions cost one credit, and credits expire at the end of the term. AI steps can cost more. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nThe free plan includes 1,000 credits a month. Paid plans sell larger credit bundles. Extra credits are sold in packs of 1,000 or 10,000. Source: [public page](https://www.make.com/en/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"meta","name":"Meta","summary":"Publisher of the Llama open-weight models.","category":"models","topics":["models"],"website":"https://www.llama.com/","audience":"Teams that want Llama weights and can live with Meta's community license.","verdict":"watch","evidence":"Llama is open weights under Meta's license, not an OSI open-source grant.","price":"The download page and the community license are the terms. There is no single monthly price for the weights.","pricingSource":"https://www.llama.com/llama-downloads/","pricingChecked":"2026-11-07","sources":[{"label":"Llama downloads","url":"https://www.llama.com/llama-downloads/"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/meta/","markdown":"## What it does\n\nPublisher of the Llama open-weight models. The [official page](https://www.llama.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nTeams that want Llama weights and can live with Meta's community license. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nLlama is open weights under Meta's license, not an OSI open-source grant. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nThe download page and the community license are the terms. There is no single monthly price for the weights. Source: [public page](https://www.llama.com/llama-downloads/), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"microsoft","name":"Microsoft","summary":"Microsoft 365 Copilot for work and Copilot Studio for building agents.","category":"ai-for-work","topics":["ai-for-work"],"website":"https://www.microsoft.com/en-us/microsoft-365-copilot","audience":"Organizations using Microsoft 365 and governed business workflows.","verdict":"watch","evidence":"License eligibility and consumption add complexity; audit document permissions before deploying broadly.","price":"Microsoft 365 plans vary by license and billing commitment. Copilot Studio offers prepaid and pay-as-you-go consumption.","pricingSource":"https://www.microsoft.com/en-us/microsoft-365-copilot/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://www.microsoft.com/en-us/microsoft-365-copilot/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/microsoft/","markdown":"## What it does\n\nMicrosoft 365 Copilot for work and Copilot Studio for building agents. The [official product and pricing page](https://www.microsoft.com/en-us/microsoft-365-copilot/pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nOrganizations using Microsoft 365 and governed business workflows. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nLicense eligibility and consumption add complexity; audit document permissions before deploying broadly. An assistant inherits a workplace, not just a prompt. Review document access and ownership before celebrating how much information it can find. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nMicrosoft 365 plans vary by license and billing commitment. Copilot Studio offers prepaid and pay-as-you-go consumption. Source: [public pricing](https://www.microsoft.com/en-us/microsoft-365-copilot/pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"minimax","name":"MiniMax","summary":"Publisher of MiniMax open-weight models and a hosted product.","category":"models","topics":["models"],"website":"https://www.minimax.io/","audience":"People comparing MiniMax weights with a hosted MiniMax account.","verdict":"watch","evidence":"Commercial terms differ by checkpoint. Read the license before you ship.","price":"The model card states the grant. A hosted plan is a different purchase.","pricingSource":"https://huggingface.co/MiniMaxAI","pricingChecked":"2026-11-07","sources":[{"label":"Model cards","url":"https://huggingface.co/MiniMaxAI"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/minimax/","markdown":"## What it does\n\nPublisher of MiniMax open-weight models and a hosted product. The [official page](https://www.minimax.io/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople comparing MiniMax weights with a hosted MiniMax account. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nCommercial terms differ by checkpoint. Read the license before you ship. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nThe model card states the grant. A hosted plan is a different purchase. Source: [public page](https://huggingface.co/MiniMaxAI), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"mistral","name":"Mistral AI","summary":"Vibe assistant and APIs including document OCR.","category":"models","topics":["models"],"website":"https://mistral.ai/","audience":"Teams exploring assistants, document processing and model APIs.","verdict":"watch","evidence":"Interesting assistant and document stack; do not treat subscription credits, model rates and OCR pages as interchangeable.","price":"Vibe has Free, Pro and Team options. API billing depends on model or service; OCR is priced by pages rather than chat subscription seats.","pricingSource":"https://mistral.ai/pricing/","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://mistral.ai/pricing/"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/mistral/","markdown":"## What it does\n\nVibe assistant and APIs including document OCR. The [official product and pricing page](https://mistral.ai/pricing/) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nTeams exploring assistants, document processing and model APIs. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nInteresting assistant and document stack; do not treat subscription credits, model rates and OCR pages as interchangeable. A scanned invoice and a chat message do not share a unit of work. Ask for a cost per document, including retries and downstream model calls. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nVibe has Free, Pro and Team options. API billing depends on model or service; OCR is priced by pages rather than chat subscription seats. Source: [public pricing](https://mistral.ai/pricing/), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"moonshot","name":"Moonshot AI","summary":"Maker of Kimi, including open-weight Kimi checkpoints.","category":"models","topics":["models"],"website":"https://www.moonshot.ai/","audience":"Teams comparing Kimi weights with a hosted Kimi account.","verdict":"watch","evidence":"Weights are published checkpoint by checkpoint. The model card is the license.","price":"Download terms are on each model card. A hosted Kimi account is a separate product.","pricingSource":"https://huggingface.co/moonshotai","pricingChecked":"2026-11-07","sources":[{"label":"Model cards","url":"https://huggingface.co/moonshotai"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/moonshot/","markdown":"## What it does\n\nMaker of Kimi, including open-weight Kimi checkpoints. The [official page](https://www.moonshot.ai/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nTeams comparing Kimi weights with a hosted Kimi account. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nWeights are published checkpoint by checkpoint. The model card is the license. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nDownload terms are on each model card. A hosted Kimi account is a separate product. Source: [public page](https://huggingface.co/moonshotai), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"n8n","name":"n8n","summary":"A source-available workflow tool with AI nodes.","category":"open-source","topics":["open-source"],"website":"https://n8n.io/","audience":"Teams automating internal work who can accept a non-OSI license.","verdict":"watch","evidence":"n8n says the Sustainable Use License is not open source under the OSI definition.","price":"Cloud plans start at 20 euros a month billed annually for Starter, and 50 euros for Pro. The community edition is free for internal use.","pricingSource":"https://n8n.io/pricing/","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://n8n.io/pricing/"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/n8n/","markdown":"## What it does\n\nA source-available workflow tool with AI nodes. The [official page](https://n8n.io/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nTeams automating internal work who can accept a non-OSI license. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nn8n says the Sustainable Use License is not open source under the OSI definition. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nCloud plans start at 20 euros a month billed annually for Starter, and 50 euros for Pro. The community edition is free for internal use. Source: [public page](https://n8n.io/pricing/), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"ollama","name":"Ollama","summary":"A local app and server for running open-weight models.","category":"open-source","topics":["open-source"],"website":"https://ollama.com/","audience":"People who want a model running on their own computer.","verdict":"use","evidence":"The app is the straightforward local runner. The models you pull are licensed separately.","price":"Free to download. The application license is MIT. Model licenses are separate.","pricingSource":"https://github.com/ollama/ollama/blob/main/LICENSE","pricingChecked":"2026-11-07","sources":[{"label":"License file","url":"https://github.com/ollama/ollama/blob/main/LICENSE"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/ollama/","markdown":"## What it does\n\nA local app and server for running open-weight models. The [official page](https://ollama.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople who want a model running on their own computer. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nThe app is the straightforward local runner. The models you pull are licensed separately. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree to download. The application license is MIT. Model licenses are separate. Source: [public page](https://github.com/ollama/ollama/blob/main/LICENSE), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"open-webui","name":"Open WebUI","summary":"A self-hosted chat interface for local and remote models.","category":"open-source","topics":["open-source"],"website":"https://github.com/open-webui/open-webui","audience":"Teams that want a chat UI in front of Ollama or another server.","verdict":"watch","evidence":"The license keeps branding in place above a stated user threshold.","price":"Free to run. Branding rules are in the license, not in a price table.","pricingSource":"https://docs.openwebui.com/license","pricingChecked":"2026-11-07","sources":[{"label":"License","url":"https://docs.openwebui.com/license"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/open-webui/","markdown":"## What it does\n\nA self-hosted chat interface for local and remote models. The [official page](https://github.com/open-webui/open-webui) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nTeams that want a chat UI in front of Ollama or another server. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe license keeps branding in place above a stated user threshold. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree to run. Branding rules are in the license, not in a price table. Source: [public page](https://docs.openwebui.com/license), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"openai","name":"OpenAI","summary":"ChatGPT and model APIs for writing, analysis and application development.","category":"models","topics":["models"],"website":"https://openai.com/","audience":"Individuals choosing an assistant and developers embedding model capabilities.","verdict":"watch","evidence":"Compare the consumer subscription with the API bill before choosing; they are different products.","price":"ChatGPT has a free version and paid per-user plans. API usage is billed separately by model, tokens and tools.","pricingSource":"https://openai.com/chatgpt/pricing/","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://openai.com/chatgpt/pricing/"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/openai/","markdown":"## What it does\n\nChatGPT and model APIs for writing, analysis and application development. The [official product and pricing page](https://openai.com/chatgpt/pricing/) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nIndividuals choosing an assistant and developers embedding model capabilities. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nCompare the consumer subscription with the API bill before choosing; they are different products. The subscription is the front door; the API is the kitchen. Choose the buying model that matches your workflow, not the largest model name. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nChatGPT has a free version and paid per-user plans. API usage is billed separately by model, tokens and tools. Source: [public pricing](https://openai.com/chatgpt/pricing/), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"perplexity","name":"Perplexity","summary":"Model APIs with search tools, plus a standalone web-search API.","category":"research","topics":["research"],"website":"https://docs.perplexity.ai/","audience":"Developers building research products that need retrieved evidence.","verdict":"watch","evidence":"Grounded answers can point to evidence, but citations still need checking against the actual claim.","price":"Agent API uses model-specific token rates plus separate tool charges. Search API is $5/1,000 successful requests, or $1/1,000 for Fast Search.","pricingSource":"https://docs.perplexity.ai/getting-started/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://docs.perplexity.ai/getting-started/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/perplexity/","markdown":"## What it does\n\nModel APIs with search tools, plus a standalone web-search API. The [official product and pricing page](https://docs.perplexity.ai/getting-started/pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nDevelopers building research products that need retrieved evidence. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nGrounded answers can point to evidence, but citations still need checking against the actual claim. A citation is a trailhead, not a truth certificate. Open the link and check whether it supports the exact sentence. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nAgent API uses model-specific token rates plus separate tool charges. Search API is $5/1,000 successful requests, or $1/1,000 for Fast Search. Source: [public pricing](https://docs.perplexity.ai/getting-started/pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"replit","name":"Replit","summary":"A hosted workspace that builds and runs apps from a prompt.","category":"coding-agents","topics":["coding-agents"],"website":"https://replit.com/","audience":"People who want the editor, the agent, and the deploy step in one host.","verdict":"watch","evidence":"The subscription includes a model allowance. Past that, usage is extra, and the agent can be wrong.","price":"A free mode is listed. Personal is $20 a month, or $18 billed annually, with $20 toward models. Commercial is $100 a month, or $90 billed annually.","pricingSource":"https://replit.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://replit.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/replit/","markdown":"## What it does\n\nA hosted workspace that builds and runs apps from a prompt. The [official page](https://replit.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople who want the editor, the agent, and the deploy step in one host. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe subscription includes a model allowance. Past that, usage is extra, and the agent can be wrong. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nA free mode is listed. Personal is $20 a month, or $18 billed annually, with $20 toward models. Commercial is $100 a month, or $90 billed annually. Source: [public page](https://replit.com/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"runway","name":"Runway","summary":"A hosted studio for generated video, images, and audio.","category":"video","topics":["video"],"website":"https://runwayml.com/","audience":"Creators who will pay in credits for generated video.","verdict":"watch","evidence":"The plan price is not the cost of a clip. Each model spends credits at a different rate.","price":"Free plan with 125 one-time credits. Standard is $12 a month billed yearly. Pro is $28. Max is $76.","pricingSource":"https://runwayml.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://runwayml.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/runway/","markdown":"## What it does\n\nA hosted studio for generated video, images, and audio. The [official page](https://runwayml.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nCreators who will pay in credits for generated video. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe plan price is not the cost of a clip. Each model spends credits at a different rate. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nFree plan with 125 one-time credits. Standard is $12 a month billed yearly. Pro is $28. Max is $76. Source: [public page](https://runwayml.com/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"stability","name":"Stability AI","summary":"Publisher of Stable Diffusion and related image models.","category":"video","topics":["video"],"website":"https://stability.ai/","audience":"People running Stable Diffusion locally who will read the model license.","verdict":"watch","evidence":"The familiar Stable Diffusion weights are not a plain MIT download.","price":"Weights are free to download under the license on the model card. That license adds use limits.","pricingSource":"https://huggingface.co/stabilityai/stable-diffusion-2-1","pricingChecked":"2026-11-07","sources":[{"label":"Model card","url":"https://huggingface.co/stabilityai/stable-diffusion-2-1"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/stability/","markdown":"## What it does\n\nPublisher of Stable Diffusion and related image models. The [official page](https://stability.ai/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nPeople running Stable Diffusion locally who will read the model license. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe familiar Stable Diffusion weights are not a plain MIT download. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nWeights are free to download under the license on the model card. That license adds use limits. Source: [public page](https://huggingface.co/stabilityai/stable-diffusion-2-1), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"synthesia","name":"Synthesia","summary":"Scripted avatar video for explainers and training.","category":"video","topics":["video"],"website":"https://www.synthesia.io/","audience":"Teams that want an avatar to read a script.","verdict":"watch","evidence":"A free allowance exists. Paid plans add credits, and a minute of avatar video is not a flat fee.","price":"Basic is $0. Starter is $19 a month, or $14 a month billed yearly. Pro credit tiers are listed separately.","pricingSource":"https://www.synthesia.io/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://www.synthesia.io/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/synthesia/","markdown":"## What it does\n\nScripted avatar video for explainers and training. The [official page](https://www.synthesia.io/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nTeams that want an avatar to read a script. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nA free allowance exists. Paid plans add credits, and a minute of avatar video is not a flat fee. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nBasic is $0. Starter is $19 a month, or $14 a month billed yearly. Pro credit tiers are listed separately. Source: [public page](https://www.synthesia.io/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"tavily","name":"Tavily","summary":"A search API aimed at agents, with a free monthly credit.","category":"research","topics":["research"],"website":"https://tavily.com/","audience":"Developers who want a small free search allowance before a paid plan.","verdict":"watch","evidence":"The free plan is clear. The paid credit math depends on the request type, which lives in the docs.","price":"Researcher is free with 1,000 API credits a month and no card. Paid use is pay as you go. A Project plan is also listed.","pricingSource":"https://tavily.com/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Pricing","url":"https://tavily.com/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/tavily/","markdown":"## What it does\n\nA search API aimed at agents, with a free monthly credit. The [official page](https://tavily.com/) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nDevelopers who want a small free search allowance before a paid plan. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nThe free plan is clear. The paid credit math depends on the request type, which lives in the docs. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nResearcher is free with 1,000 API credits a month and no card. Paid use is pay as you go. A Project plan is also listed. Source: [public page](https://tavily.com/pricing), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"vercel","name":"Vercel","summary":"The AI SDK for developers and v0 for generating and editing applications.","category":"build-deploy","topics":["build-deploy"],"website":"https://vercel.com/","audience":"Web developers moving from AI prototypes to maintained applications.","verdict":"use","evidence":"Useful web-development shortlist when authentication, deployment costs and security remain explicit owner responsibilities.","price":"v0 has free and paid plans with credits. AI SDK usage still requires paying for the selected model and hosting services.","pricingSource":"https://v0.app/pricing","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://v0.app/pricing"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/vercel/","markdown":"## What it does\n\nThe AI SDK for developers and v0 for generating and editing applications. The [official product and pricing page](https://v0.app/pricing) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nWeb developers moving from AI prototypes to maintained applications. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nUseful web-development shortlist when authentication, deployment costs and security remain explicit owner responsibilities. A polished screen is not a production system. Keep data access, failure states and billing in the acceptance criteria. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nv0 has free and paid plans with credits. AI SDK usage still requires paying for the selected model and hosting services. Source: [public pricing](https://v0.app/pricing), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."},{"slug":"vllm","name":"vLLM","summary":"A server for serving open-weight models behind an API.","category":"open-source","topics":["open-source"],"website":"https://github.com/vllm-project/vllm","audience":"Teams serving a model to their own applications.","verdict":"use","evidence":"Apache 2.0 server. You bring the weights and the hardware.","price":"The software is free under Apache 2.0. Compute is your cost.","pricingSource":"https://github.com/vllm-project/vllm/blob/main/LICENSE","pricingChecked":"2026-11-07","sources":[{"label":"Apache 2.0 license","url":"https://github.com/vllm-project/vllm/blob/main/LICENSE"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/vllm/","markdown":"## What it does\n\nA server for serving open-weight models behind an API. The [official page](https://github.com/vllm-project/vllm) is the source for this profile. This is not a hands-on review.\n\n## Who should care\n\nTeams serving a model to their own applications. That is the audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Use\n\nApache 2.0 server. You bring the weights and the hardware. This is an editorial recommendation for the stated use case, not an investment rating or a benchmark result.\n\n## Pricing without the confetti\n\nThe software is free under Apache 2.0. Compute is your cost. Source: [public page](https://github.com/vllm-project/vllm/blob/main/LICENSE), checked November 7, 2026. Where a license applies instead of a subscription, the license is the price.\n\n## Before you commit\n\nWrite down the job, what data enters it, who approves the output, and the maximum bill or license constraint you can live with. If the exit route is unclear, keep the trial small. These are recommended checks, not claims of completed testing."},{"slug":"zapier","name":"Zapier","summary":"Workflow automation and MCP access to connected application actions.","category":"agents","topics":["agents"],"website":"https://zapier.com/","audience":"Operations teams connecting business applications without building every integration.","verdict":"watch","evidence":"Suitable for bounded app workflows, but permissions and task multiplication matter more than connector counts.","price":"Free and paid task-based plans. MCP is included in each plan; each MCP tool call uses two tasks from the shared quota.","pricingSource":"https://zapier.com/mcp","pricingChecked":"2026-11-07","sources":[{"label":"Official product and pricing information","url":"https://zapier.com/mcp"}],"roles":[],"history":[],"url":"https://loadedtokens.com/companies/zapier/","markdown":"## What it does\n\nWorkflow automation and MCP access to connected application actions. The [official product and pricing page](https://zapier.com/mcp) is the source for this profile; this is not a hands-on review.\n\n## Who should care\n\nOperations teams connecting business applications without building every integration. That is our intended audience, not a claim that every reader should adopt this vendor.\n\n## Our take: Watch\n\nSuitable for bounded app workflows, but permissions and task multiplication matter more than connector counts. Count business outcomes, then count the tasks required to produce one. Put approval before any irreversible app action. This is an editorial recommendation for the stated use case, not an investment rating, quality score or benchmark result.\n\n## Pricing without the confetti\n\nFree and paid task-based plans. MCP is included in each plan; each MCP tool call uses two tasks from the shared quota. Source: [public pricing](https://zapier.com/mcp), checked November 7, 2026. Amounts are USD where a currency is stated; local tax, annual commitments, usage and region can change the bill. We do not imply that every feature is included in the lowest-priced plan.\n\n## Before you commit\n\nWrite down the workflow, what data enters it, who approves its output and the maximum acceptable bill. Compare a representative failure case with the happy path. If the exit route is unclear, keep the pilot small. These are our recommended buying checks, not claims of completed testing."}]}