Why we said Use
What it is
An orchestration framework for stateful agent workflows, with explicit graph structure and execution control. See the official documentation or product page. This profile describes public documentation, not a Loaded Tokens hands-on test.
Who it is for
Developers orchestrating stateful multi-step workflows. Our recommendation is scoped to that job; it is not a universal winner.
The evidence behind Use
Useful when the workflow genuinely needs persistent state, branching or human checkpoints. The vendor page documents the underlying capability; the fit judgment is ours. No performance ranking, time saving or reliability result is implied.
Pricing and the catch
Self-managed runtime and model costs apply. Managed deployment and LangSmith features have separate pricing. Public pricing checked November 7, 2026. Prices are USD where stated and can change; taxes, region, annual commitments and extra usage may differ.
A graph can organize an agent without making its decisions correct.
A sensible first workflow
Draw 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.
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 for the rest of the stack.