Stop Counting Defects. Start Reporting Confidence.
Executives don’t trust defects because they don’t translate to business risk. The question "how many bugs?" tells you nothing about whether to ship. The metric that earns executive trust is…
Trust, Transparency, and QA in AI Systems
AI systems don't break the QA playbook — they expose which QA practices were already rigorous. Trust in AI comes from transparency: every behavior tested against a defined expectation, every…