In this interview, senior AIGC product operations manager Lu Xinting shares practical methods for identifying high‑value AI scenarios, measuring product operability, building a closed‑loop AIGC system, designing user incentives, and validating product‑market fit in logistics, offering a reusable playbook for AI deployment.
This article explains the distinct responsibilities and mindsets of product operations and product management, outlines their daily tasks, career paths, workflow differences, and how the two functions can cooperate to maximize product value and business outcomes.
This article explains how to plan, configure, promote, execute, and evaluate product activities—covering target audience segmentation, metric calculation, data structures, and practical lessons—to create reusable, component‑based solutions that enhance user retention and business revenue.
This article explains how standardized design guidelines, size and typography rules, consistent spacing, and reusable component libraries can dramatically improve design quality, accelerate production, and enhance team collaboration for mobile product operations, turning repetitive tasks into quantifiable value.
This article examines Youzan's systematic overhaul of merchant feedback handling—introducing a closed‑loop workflow, defining SLA‑based bottleneck mitigation, prioritizing requests, and deploying an online management tool—to reduce waste, improve transparency, and accelerate product iteration across multiple departments.
The article describes the motivation, layered design, traffic allocation, statistical validation methods, and system architecture of a scalable A/B testing platform that enables multiple concurrent experiments while ensuring independent traffic segmentation and reliable data analysis for product growth.
This article explains how operation designers can navigate abundant data like PV, UV, and conversion rates by defining user behavior paths, combining key metric ratios, applying funnel analysis, and distinguishing dimensions from measures to validate and improve product performance.
This article outlines fifteen common hidden requirement types—from detail tweaks and cross‑platform adaptations to scalability, security, and content‑operation needs—and offers practical strategies for developers and product teams to anticipate, design for flexibility, and reduce costly changes during development.
