Failed Runs Explained as Causes

A handful of causes with verdicts, instead of a long list of red rows.

What It Does

A pack with 40 red rows usually has three or four real problems behind it. Failure analysis finds them. It clusters failing tests by cause, labels each cause with a verdict, and shows the evidence, so the team knows whether to fix tests, reseed data, repair an environment, or file a bug. You can ask for a second look at any cause and add your own hints, and the AI takes them into account. The Fix button is grounded: it reads the specification, the requirement, the intent of the test, and the analysis of the run, and every suggested change cites its evidence. Green runs are examined as well. Would this test notice a regression? Was the requirement it claims to cover actually verified? Does the response still match its documentation? Suggested improvements only ever add checks.

A failed run of 23 tests grouped into four causes labelled environment, data issue, test defect, and suspected product bug

Overview

When a run fails, Shift-Left Studio groups the failures into a handful of causes and gives each one a verdict: test defect, data issue, environment problem, or suspected product bug. It reads what the server actually said, so a firewall or gateway page, a sign-in page, rate limiting, and a missing record are told apart from a real permission refusal instead of all reading as "access denied". Fix every test that shares a cause in one step, with guardrails: a suspected product bug is never "fixed" by changing the test, and a negative test is never weakened into one that can no longer fail. Passing runs are examined too, for what they leave unchecked.

Key Capabilities

Failures grouped into a handful of causes, each with a verdict
Verdicts: test defect, data issue, environment problem, or suspected product bug
Tells gateway pages, sign-in pages, rate limits, and missing records apart from real permission refusals
Fix every test that shares a cause in one step, with evidence cited for each change
Suspected product bugs are never "fixed" by editing the test
Green runs checked for regressions they would miss and requirements they never verified

How It Works

  1. 1

    Run a pack as usual; the execution summary shows its counters first and the causes below

  2. 2

    Open a cause to see its verdict, the affected tests, and the evidence

  3. 3

    Ask for a second look and add hints when the verdict needs more context

  4. 4

    Fix every test that shares a cause in one step, with each change citing its evidence

  5. 5

    Review suggestions for passing tests, which only ever add missing checks

Available on

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