📝 SilkGeo Blog

Audited 200 pages for structured data errors. Found the worst offenders weren't syntax mistakes — they were missing entity relationships that AI systems need to cite your content.

After fixing schema and restructuring 15 pages, a SaaS client's AI citation rate jumped 90% in one week — traditional rankings stayed flat.

AI can only recommend brands it "knows." Most brands have only a fuzzy name in AI training data. This article breaks down how to complete "entity registration" so AI can accurately identify your brand.

Your website can be beautiful, but AI does not necessarily believe it. We invented a metric — CVCR — that shows brands with >70% consistency are 3.2x more likely to be recommended by AI.

When AI generates answers, it extracts information from sources. If your content format is wrong, AI will skip you and cite competitors. Five rules to become AI's preferred source.

We designed the GEO Visibility Score (GVS) to quantify how likely AI is to recommend your brand. Three dimensions: Entity Registration, Cross-Validation, and Extractable Content. Most brands score C to D.

When 89% of AI search queries have no clear brand leader, how do brands get recommended by AI? SilkGeo Research introduces GPP — the first systematic framework for optimizing brand visibility in AI responses, with a three-layer architecture: Entity Registration, Cross-Validation Network, and Extractable Content.

AI search is exploding but most brands have near-zero AI visibility. New data shows 89 percent of commercial queries cite no one. The window is open.

Narrow topical clusters with dense internal linking and original data outperform broad content sites 3:1 in AI citations.

SpaceX wants to put AI in space — here is why GEO needs a rewrite

ChatGPT's citation rankings shift every 2-3 weeks. Here's what actually determines whether your content shows up — and what doesn't.

I tracked 200 ChatGPT queries before and after June 12’s silent update — citations flipped, and here’s the new content structure that wins.