Closed-Loop Feedback

Connect every error to its source

Qommity automatically traces production errors back to the exact pull request, commit, and line of code that introduced them. Our AI analyzes the change context and generates fix suggestions with test scenarios, turning incident response from detective work into a structured workflow.

Automatic error linking

When an error occurs in production, Qommity's deployment tracking immediately identifies which release introduced it. The system correlates error signatures with code changes, presenting a direct link from the production incident to the PR that caused it. No more guessing which commit is responsible— engineers see the exact change, author, and deployment context within seconds.

AI-generated root cause analysis

Beyond simple linking, Qommity's AI examines the problematic code change to understand why it failed. It analyzes the diff, considers the runtime environment, and generates a detailed root cause explanation. The AI suggests specific fixes with code examples, estimating the effort required and flagging any potential side effects of the proposed changes.

Prevent regression with generated tests

Every incident becomes a learning opportunity. Qommity automatically generates test scenarios that would have caught the bug, suggesting where to add them in your test suite. These AI-generated tests cover edge cases and failure modes that human reviewers often miss, building a defensive test suite that prevents similar issues from reaching production again.