AI-generated is not QA-approved
The productivity gain from AI is real. The control problem is also real. Separate production speed from release authority.
Qualidact insights
Practical thinking for modern L&D.
Short, operational notes on using AI without giving up professional judgment, quality control or accountability.
Why a high QA score should not override a critical failure
A fabricated source, invalid assessment answer or missing human owner is a gate failure, not an average.
Use issue logs to improve prompts upstream
Recurring defects should become prompt, template or workflow improvements—not permanent review work.