The suite

Tools that build the graph, and tools that use it.

Everything here reads and writes the same structure, which is why capabilities compose instead of sitting beside each other.

Build the graph

Live

History ingest

Past runs in, clustered by intent. No integration required.

Live

Execution journal

Lossless capture of every step, once you route through us.

Live

Verdict capture

Confirmed, dismissed, corrected — recorded against the run that earned it.

Live

Known-good variants

Edge cases your team approved stop being anomalies.

Live

Outcome joining

Retries, escalations and edits joined back to the run that caused them. The strongest label in the graph.

Use the graph

Live

Drift detection

Runs that completed cleanly and stopped matching, ranked.

Live

Root cause analysis

Which step broke it, and what it was reasoning from.

Live

Replay

Re-run real history against a model, prompt, or context change.

Live

Safe recovery

Replay with override. External writes never fire twice.

Live

Rollback

A defined path out of a mid-run failure.

Live

Model routing

Choose the model at runtime, per step, not frozen in config.

Live

Runtime optimization

Route by prompt shape and cluster history. Frontier only where it earns it.

Next

Deployment intelligence

Ship changes with replay evidence attached.

What software already has

LoggingMonitoringTracingObservability

What agent systems still need

ExecutionliveLearningliveReasoningbuildingCorrectionbuildingCorrectness graph

Send us one week of past runs.

We'll come back with what your successful executions have in common, the few that stopped matching, and what we think changed. If we find nothing, we'll tell you that too.

Start a design partner conversation