Link Management & Data Analytics
Expert Knowledge

A six-dimension evaluation system for assessing the reliability, accuracy, stability, speed, controllability, transparency and cost-performance of AI tools.

Through the experiments of data engineer Shen Wei, this article explains how to connect outputs from multiple AI tools, automate metrics, and build trust between the UX layer and backend data systems.

A real multi-role dialogue among operations, customer service, engineering, and legal teams reveals three common failure patterns in AI dialogue deployment. Provides a reusable collaboration + review template.

From the perspective of frontline customer service agent Zhao Xuan, this article breaks down three psychological obstacles in human–AI collaboration—broken trust, interrupted workflow, and blurred responsibility—and proposes experience-based solutions.

Through the real experience of product manager Zhang Wei, this article summarizes three core pain points of AI tool operations in 2025 and proposes a practical roadmap from “cataloging” to “assetization”.

A deep exploration of Answer Engine Optimization (AEO), teaching you how to become a trusted source for AI systems such as ChatGPT and Google Bard. Includes practical cases and implementation techniques.

A complete framework for user behavior analysis in 2025, covering data collection, funnel analysis, cohort analysis, path analysis, retention, and RFM segmentation, with real product growth examples.

The most comprehensive AI assistant comparison of 2025, covering ChatGPT, Claude, and Gemini — their strengths, weaknesses, pricing, use cases, and practical scenarios.

A comprehensive 2025 SEO framework that integrates technical SEO, content production, structured data, AEO optimization, user intent modeling, and long-term growth systems.

A complete guide to data visualization, covering chart selection, color usage, design principles, and storytelling techniques — with real examples and practical tips.

A practical guide to building a short link system that is stable, trackable, and easy to govern, covering UTM design, redirect rules, data tracking, and team workflows.