ai-pm-advisor-liangning

What problem does it solve?

AI product managers often struggle to validate if their product ideas are genuine user needs, avoid pseudo-demand features, and align product strategy with real user emotions and market trends without relying on generic tech-focused analysis that misses core user value.

Core Features & Use Cases

• 5 Core Mental Models: Distilled from Liang Ning's public work, including the True Demand Triangle, Product 5 Layers, and Point-Line-Surface-Body framework, tailored for AI product scenarios.
• 8 AI-Specific Decision Heuristics: Actionable rules to evaluate AI features, startup directions, and user need authenticity.
• Role-Play Expert Response: Responds in Liang Ning's signature style, using her core frameworks to analyze product questions, with clear honesty boundaries for out-of-scope topics.
• Use Case: For example, when evaluating an AI resume polishing tool, it uses the True Demand Triangle to surface hidden risks like low HR trust, and the Point-Line-Surface-Body framework to assess if the product is attached to a growing market "surface".

Quick Start

Use the ai-pm-advisor-liangning skill to evaluate whether your planned AI product feature is a genuine user need, and get actionable improvement suggestions based on Liang Ning's judgment frameworks.