GEO and AI Search Optimization: Notes for Exporters

Many in the industry treat GEO as tidying up formatting. A 252,000-run controlled experiment suggests formatting alone is unreliable. What actually works.

AI cross-checks your brand facts across sources. Inconsistency costs credibility — sometimes the citation. Three symptoms, one official rule, a three-step fix.

Chinese AI reads a mainly Chinese content pool; overseas AI reads a mainly English open web. Two source systems, one switch many sites have closed, and what to do.

AI cites content with a consistent shape. Five reusable patterns from three studies and official docs: answer first, structure, evidence, buyer questions, sources.

"How many people, how many months" can't be answered honestly. What can be planned: one-off vs ongoing work, three staffing tiers, and the process metrics worth watching.

Many companies block AI crawlers and accidentally block the ones that decide whether AI can mention them. Three crawler types — and why blocking training isn't the same as being found.

Your Chinese content is solid, yet overseas buyers never see you. It's a language mismatch, not weak optimization — and Google's own rules explain what works.

Most companies stall on GEO because they don't know what to do with years of old pages. The test isn't age — it's fit. A three-way sort, and how to update without faking dates.

Part of AI search optimization a factory can do itself; part calls for outside help. A three-block breakdown and a framework for deciding who does what.

Brands that showed up in AI three months ago often can't be found now. Why AI answers are regenerated every time — and the monitoring rhythm that actually works.

Platform traffic is rented, ads are bought, AI citations are accumulated. How the three differ — and why they stack rather than replace each other.

AI mentions your company but cites someone else's article. That's by design — what your website and third-party content each need to do.

Longer decision chains, heavier reliance on third-party trust, higher-value leads — three reasons GEO matters more in B2B. What changes, and where to focus.

Ahrefs found the overlap between Google's top 10 and AI Overview citations fell from 76% to 38% in eight months. What that means for SEO — and what to do next.

B2B platform traffic keeps getting more expensive. Most blame rising bids — but the bigger shift is that buyers now start sourcing in AI. Platform data proves it.

A Shenzhen lighting factory grew from a workshop to 100-plus staff and close to ¥100 million in ten years. How its playbook carries into the AI era.

Integrated manufacturer-traders have R&D, production and sales in-house but often acquire customers through one channel. How three lines work together.