PMTalk Product Manager Community
Apr 6, 2026 · Product Management
Why Use AI Only When It Solves Real Problems: A Practical Scenario‑Analysis Guide for AI Product Managers
The article recounts a failed AI‑powered feature launch, explains why users care about concrete problem‑solving rather than flashy AI, defines a rigorous scenario formula, outlines a five‑step traditional scenario‑analysis SOP, adds five AI‑specific dimensions, and provides a one‑page canvas to help product managers turn AI hype into real user value.
AI product managementcapability matchingdata loop
0 likes · 18 min read