automated testing

Automated tests fail unpredictably due to environmental issues (browser crashes, connectivity loss, updates) unrelated to code changes. Teams report 15%+ failure rates in large test suites, forcing QA to spend hours re-testing valid code and blocking releases.

Developers are blocked waiting for QA test results after committing code, facing waits from 10 minutes to 10+ hours depending on test suite size. This creates productivity bottlenecks and forces developers to context-switch or risk introducing rework.