Why Your AI Is FAIling In Production And How Strategic QA Fixes It
Security Bouelevard, Wednesday, March 18th, 2026
In traditional software, QA and software testing was the last step. Test the feature. Validate it. Release it. That model no longer works.
AI systems do not behave like traditional software. They learn, evolve, and produce probabilistic outputs. That means quality cannot be guaranteed with fixed test cases.
In AI-first companies, QA is no longer about catching bugs. It is about preventing business risk.