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PMTalk Product Manager Community
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PMTalk Product Manager Community

One of China's top product manager communities, gathering 210,000 product managers, operations specialists, designers and other internet professionals; over 800 leading product experts nationwide are signed authors; hosts more than 70 product and growth events each year; all the product manager knowledge you want is right here.

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Recent Articles

Latest from PMTalk Product Manager Community

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PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 14, 2026 · Product Management

Why Evaluation and Decomposition, Not Prototyping, Are the Core Skills for AI Product Managers

Traditional product tactics like building features first and relying on gradual rollout no longer work for AI agents; instead, AI product managers must adopt a rigorous, scenario‑driven evaluation framework that measures result quality, task completion, tool correctness, and security to ensure trustworthy, business‑critical performance.

AI product managementAI reliabilityEvaluation Framework
0 likes · 10 min read
Why Evaluation and Decomposition, Not Prototyping, Are the Core Skills for AI Product Managers
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 13, 2026 · Product Management

How to Uncover a Product’s Underlying Logic: A Structured Thinking Framework

This article outlines a step‑by‑step framework for dissecting a product’s core value, business model, user experience, and innovation strategy, using a concrete browser app example to illustrate how to identify market positioning, technical feasibility, and continuous improvement opportunities.

business modelinnovationproduct strategy
0 likes · 10 min read
How to Uncover a Product’s Underlying Logic: A Structured Thinking Framework
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 12, 2026 · Artificial Intelligence

How to Use AI for Writing: A Complete Step‑by‑Step Guide from Idea to Final Draft

This article outlines a detailed, human‑AI collaborative workflow for producing high‑quality articles, covering goal definition, prompt design, incremental generation, post‑editing, plagiarism mitigation, and publishing tips, while warning against common pitfalls and over‑reliance on AI.

AI WritingAI toolsbest practices
0 likes · 7 min read
How to Use AI for Writing: A Complete Step‑by‑Step Guide from Idea to Final Draft
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 10, 2026 · Artificial Intelligence

Why AI Product Evaluation Is Hard and How to Build a Scientific Assessment Framework

The article analyzes the unique challenges of evaluating AI products—output uncertainty, subjective criteria, over‑fitting risk, high cost, and vague metrics—compares traditional testing with AI testing, proposes a five‑step evaluation workflow, defines concrete metrics such as pass rate and efficiency gain, and illustrates the process with a real‑world sales‑script generation case study, concluding with five key success factors and future trends.

AI evaluationAutomationCase Study
0 likes · 13 min read
Why AI Product Evaluation Is Hard and How to Build a Scientific Assessment Framework
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 10, 2026 · Artificial Intelligence

AI Handles 80% of a Medical Triage Agent, Product Managers Cover the Rest

The article walks through a medical triage AI Agent built with LangChain, LangGraph, and LangSmith, showing how the framework supplies core model and tool interfaces, how graph‑based orchestration manages complex branching, loops and human‑in‑the‑loop steps, and how tracing and evaluation prove reliability for product managers.

AI AgentLangChainLangGraph
0 likes · 23 min read
AI Handles 80% of a Medical Triage Agent, Product Managers Cover the Rest
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 7, 2026 · Product Management

Why Your AI Feature Fails: A Product Manager’s Guide to Scenario‑Driven AI Design

Despite hype, many AI features see rapid drop‑off after launch; this article shows product managers how to avoid building AI for its own sake by rigorously defining scenarios, aligning user needs, assessing risks, and applying a five‑step framework to ensure AI delivers real value and sustained engagement.

AI adoptionAI productProduct Management
0 likes · 19 min read
Why Your AI Feature Fails: A Product Manager’s Guide to Scenario‑Driven AI Design
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 7, 2026 · Product Management

Can AI Replace Product Managers? Exploring the Future Role

The author argues that while AI can automate routine, repeatable product‑manager tasks, it cannot replace core soft‑skill activities such as market analysis, user research, requirement reviews, roadmap planning, project tracking, and high‑quality content creation, urging PMs to strengthen these areas to stay indispensable.

AI impactCareer Developmentmarket analysis
0 likes · 4 min read
Can AI Replace Product Managers? Exploring the Future Role
PMTalk Product Manager Community
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
Why Use AI Only When It Solves Real Problems: A Practical Scenario‑Analysis Guide for AI Product Managers
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 5, 2026 · Product Management

Why AI Product Managers Must Rethink Their Core Logic in the Multi‑Agent Era

The article explains how multi‑agent architectures solve three structural bottlenecks of single‑agent AI—context overload, diluted expertise, and hidden failure points—by showing a concrete contract‑review use case and outlining four essential product‑design decisions for AI PMs.

AI product managementMulti-agentOrchestration
0 likes · 16 min read
Why AI Product Managers Must Rethink Their Core Logic in the Multi‑Agent Era