AI Anytime Products
Flywheel: Turn Agent Traces into Training Data
In short
Flywheel is an AI Anytime product that sits downstream of your agent tracing tool and turns what agents did — and what humans did about it — into curated, labeled, versioned training data, plus prompt and policy fixes and regression suites that improve agents even without fine-tuning.
Decisions, not spans
Each model call becomes a decision record — state, action, observation — shaped for learning rather than debugging.
Feedback that joins up
Reviewer, CI and support feedback is joined by your own keys, in any order, so nothing is dropped.
The corrected action
Rejections paired with what the human did instead become the highest-value training rows.
Key facts
- Vertical
- AI Anytime Products
- For
- AI engineering and platform teams running agents in production
What is Flywheel?
Flywheel is an AI Anytime product that turns AI agent traces and human feedback into curated, versioned training data, prompt and policy fixes, and regression suites.
Does Flywheel replace our tracing tool?
No. It sits downstream of tools like Langfuse, Phoenix, AgentOps or OpenTelemetry and turns their output into learning data.
Do we need to fine-tune models to benefit from Flywheel?
No. Flywheel first surfaces what can be fixed with prompt, context or policy changes, which ship without any training. Fine-tuning datasets are there when you need them.
Is Flywheel available?
Flywheel is in early access. Request access through the contact form on aianytime.net.
Next step
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