For most QA teams, analyzing failed tests is one of the most time-consuming and error-prone parts of test automation.

In complex setups, debugging a single test failure can take up to 28 minutes.The process is manual, fragmented, and uncertain. Engineers sift through logs, compare historical runs, and check commits, and yet still struggle to accurately identify and fix the root cause of a test failure.

The result? Slower release cycles, skipped analysis, and potential bugs slipping into production.

Meet the Test Failure Analysis agent

We built BrowserStack Test Reporting & Analytics to help testing teams validate test results and debug failures faster. Now, we’re taking that a step further with the Test Failure Analysis agent.

The Test Failure Analysis agent is an AI-powered companion that helps teams analyze, categorize, and remediate test failures directly within BrowserStack.

By eliminating hours of manual investigation, it gives teams instant clarity on why a test failed and what to do next, helping them accelerate releases without compromising quality.

How does it work?

The Test Failure Analysis agent simplifies failure analysis in three steps:

  • Root Cause Analysis

Synthesizes multiple inputs, logs, execution history, smart tags, and more, to provide an explanation of why a test failed.

  • Failure Categorization

Labels the failure as a product bug, environment issue, automation error, or any custom bug defined by your team.

  • Failure Remediation

Suggests next steps to resolve the issue. For example, it may recommend rerunning the test, or fixing the code. You can then raise a ticket directly within the dashboard to your bug reporting tool to pass on the recommended fixes and context to a developer

Unlike public LLMs, the Test Failure Analysis agent has full access to your test context, making its insights accurate, actionable, and scalable.

Getting started

Using the Test Failure Analysis agent is simple:

  1. Navigate to your BrowserStack dashboard.
  2. Open a failed test run.
  3. Click ‘Debug with AI’.

Within seconds, the agent will provide a root cause analysis of the test failure, categorize it, and give you actionable next steps to resolve the failure.

You will need to be a user of BrowserStack Test Reporting & Analytics, Automate, or App Automate to be able to access the agent.

👉 Try it today and cut your test failure debugging time by up to 95%: