01 · Production evidence
Real Agent Journeys
Reconstruct the objective, path, barrier, and observable outcome across websites, docs, auth, APIs, MCP, CLI, SDK, and backend systems.
See how reconstruction works →See how agents use your product. Then make every task work better.
GrowthOS connects production journey reconstruction with controlled Evals so teams can discover real tasks, test product changes, and verify what agents complete.
Two engines, one loop
Start with what agents really did.
Production evidence discovers the tasks and barriers worth evaluating. Controlled Evals make alternatives comparable before and after a change.
02 · Controlled evidence
GrowthOS Evals
Run the same real-world task across agents, models, environments, and product treatments with consistent success criteria.
Explore Evals →Closed loop
Turn evidence into a better agent experience.
- 01
Observe
Collect evidence from product-owned surfaces.
- 02
Discover
Reconstruct the task and its barrier.
- 03
Evaluate
Run the same task under controlled conditions.
- 04
Treat
Compare docs, interfaces, prompts, and product changes.
- 05
Ship
Put the strongest treatment into the product.
- 06
Verify
Measure what real agents complete next.
Measurement without false certainty
Three signals. Three different questions.
GrowthOS keeps production outcomes, controlled outcomes, and reconstruction certainty separate.
| Metric | Source | Answers | Limitation |
|---|---|---|---|
| Production ATCR | Reconstructed production journeys | What share of observed agent tasks completed? | Depends on observable production evidence. |
| Eval pass rate | Controlled Eval runs | What share of comparable test runs passed? | Does not prove production behavior. |
| Evidence confidence | Links inside a reconstructed journey | How strongly does the evidence support a connection? | Not a performance or readiness score. |
Full experience
Measure the layers an agent must cross.
Discovery
Can an agent find and recommend the product?
Access
Can it retrieve and understand the right information?
Usability
Can it authenticate, integrate, and operate?
Transaction
Can it complete the commercial action or handoff?
Bring one real task.
Start with the production journey your current analytics cannot show.