Triages failures

AI failure triage for end-to-end tests

A failed test gets a triage card with the failing step, the page state, the diff from the last passing run and a classification: app bug, test issue, environment.

A failed test gets a triage card with the failing step, the page state (screenshot, DOM snapshot, network log), the diff from the last passing run and a classification: app bug, test issue or environment. When the class is test issue, a suggested fix is attached.

What it does not do

Does not file tickets without an integration and a human click; classification is a proposal.

What the platform cannot do

When it applies

  • Reviewers see a red check and have to rerun or dig through logs to learn why.
  • The suite has flaky tests and nobody can tell environment noise from real bugs.
  • A reviewer who did not write the test has to decide whether to merge.

Questions

What is root cause analysis in software testing?

Working out why a test failed: whether the application broke, the test itself is wrong, or the environment interfered. The triage card collects the evidence for that decision and proposes one of the three classes.

Is the classification final?

No. The classification is a proposal. A person confirms or changes it.

Does the platform file tickets automatically?

No. A ticket is filed only with a tracker integration and a human click.

What does the card contain?

The failing step, a screenshot, a DOM snapshot, the network log, the diff from the last passing run, the classification, and a suggested fix when the class is test issue.

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