Software Quality
Why Traditional QA Tools Fail
Static suites break under rapid release cycles, distributed services, and dynamic product behavior.
Traditional automation assumptions
Legacy tools assume stable interfaces, predictable deployment cadence, and centrally managed test ownership. Those assumptions break in cloud-native systems where changes happen across many services every day.
Core failure patterns
- Flaky scripts consume more effort than they save.
- Test coverage does not map to release risk.
- Pipeline failures lack root-cause intelligence.
Autonomous alternative
AI Test Harness uses agent-based planning and analysis to keep execution aligned with system reality. Instead of brittle scripts, teams get adaptive plans and actionable developer packets.