Stage 6 — Learn

Failures refine the system.

Every gate failure, every review finding, and every cross-cutting decision is documented—creating an audit trail that improves your authored contexts over time.

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All stagesStage 6 of 6Prev: Review

The problem

✕
The same standards violations recur because nothing feeds them back into authoring
✕
No visibility into which contexts are used most or violated most often
✕
Failure patterns stay in Slack threads, not in the standards library
✕
AI adoption audits have no structured evidence trail to present

What ContextRail enables

1
1

Gate failures documented with error output, root cause, and retry strategy

2
2

Execution logs reference context IDs used in each iteration

3
3

Review findings that reveal gaps feed directly back into the Author stage

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4

Usage analytics show which contexts are retrieved most by your team

5
5

Structured audit trail of how AI tools applied your standards across all PRs

Tools & integrations

Web UI
MCP Server
REST API

Better contexts produce better code. The loop closes—and improves with every cycle.

Start authoring your standards →