AI PM Framework: Define Minimum Viable Quality Instead of Asking "What Accuracy Do We Need?"

marilynika · x · 2026-09-18

AI PM Marilyn argues the biggest mistake in AI products is asking "what accuracy do we need?"—there's rarely one magic number. Instead, define the Minimum Viable Quality (MVQ) users will accept per use case: find failure modes, rank their impact, set the quality bar, design for recovery, and treat the first threshold as a hypothesis to be validated with production data, evals, and monitoring. Post includes a promo for her AI PM Bootcamp.

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