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2.8 Qualitative taste validation

2. Validation / PL2-taste-validation

2.8 Qualitative taste validation

humans (not agents) test for taste / UX / defect discovery, not just correctness. Delivered either via a dedicated usability research service (Netizen Experience, UserTesting, Lookback, Maze, PlaybookUX) or via your own user base through canary releases and A/B tests. Catches what automated tests can't: is this confusing? Does this feel wrong? Would a real user hit this edge case?


Levels

Level 0

None

Level 1

Occasional usability review or ad-hoc user feedback

Level 2

Continuous human validation wired into release loop — either via research-service cohort or via canary/A-B rollouts to real users with feedback capture

Level 3

Taste feedback patterns extracted; design-system rules updated; prompts/components evolved to address recurring taste failures


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