What a useful test failure report should include

A failed browser test is useful only if it helps the team decide what to do next. A red status with no context creates work. A good report shortens the path from failure to decision.

Show the failed step

The report should identify the workflow, the exact step that failed, and the expected result. Without that anchor, every failure starts as a fresh investigation.

Preserve browser evidence

Screenshots, recordings, URLs, visible page state, and run logs help the team understand what the user would have seen. Evidence should travel with the failure, not live in a separate tool that only one person can access.

Separate facts from interpretation

AI summaries are useful when they are explicit about what was observed and what is inferred. "The confirmation button was not visible" is a fact. "The permissions API may have returned an unexpected role" is a hypothesis.

Make the next action obvious

The report should make it easy to create a follow-up issue, link the evidence, and decide whether the test needs refinement or the product needs a fix.