Author: leo

Product Insights

The Watershed of PM Competencies in the AI ​​Era

When it comes to competitive analysis, a traditional PM might spend three days writing a 60-page report, while an AI-native PM can complete the task in eight hours and get straight to the heart of the decision. In the AI era, a product manager’s competitive advantage has shifted from “information processing” to “judgment.” This article reveals the five key competency milestones that PMs must overcome, guiding you on your journey from an executor to an irreplaceable decision-maker.

R&D Efficiency

Redefining the Product & Engineering Workflow in the AI Era

AI isn’t here to replace product and R&D teams; it’s here to phase out teams that don’t know how to use it. This article provides a detailed explanation of how to restructure product and R&D workflows in the AI era—from the product and R&D sides to the Scrum agile process—and offers a practical “human-machine division of labor matrix” along with a four-step implementation guide to help your team double its R&D efficiency and elevate its way of thinking.

Enterprise Transformation

Beware of Pseudo-AI Transformation in Enterprises

Many companies that claim to have fully embraced AI are simply installing modern GPS systems on old carriages. True AI implementation is not a solo effort by the IT department, but rather a restructuring of how work is done. Only by adopting Scrum’s agile mindset, forming cross-functional teams, and using MVPs to rapidly test and iterate can companies move beyond “pseudo-AI transformation” and make AI a true amplifier of business growth.