As AI shifts from summarizing webpages to executing tasks, SEO is likely to expand from visibility and citation toward callable actions. Teams should make product tasks explicit, trustworthy, and safely confirmable for agents.
AI can do more than convert words. For public English PDFs, the real value is rebuilding the full publishing chain into a Chinese-ready asset by preserving layout, visuals, structure, and logic.
Ahrefs tracked 1,885 pages after adding JSON-LD schema and found little evidence that schema alone increases citations in Google AI Overviews, AI Mode, or ChatGPT.
A data-grounded look at GEO: when AI search triggers, which sources ChatGPT, Google AI Overview, and Perplexity choose, and how deeply citations shape answers.
The Manus acquisition saga reveals deep-seated dilemmas in Chinese AI startups regarding capital exits and globalization, serving as a cautionary tale for all.
A Screenshot Tool Suddenly Made Me Re-understand SaaS I've been increasingly feeling that CLIs might be making a sexy comeback. A few years ago, this state...
