GEO guides, LLM Seeding tactics and the state of the market — to understand, execute and appear in the answers of ChatGPT, Claude, Grok and DeepSeek.

Run the same prompt and ChatGPT and Gemini share fewer than one cited domain in three. Engines disagree on brands 62% of the time. AI citations are fragmented — and monitoring a single platform is a blind spot.

Backlinks 0.218. Brand mentions 0.664. We compared the LLM-citation predictors measured in 2026 — the demand signal wins by a factor of three.

Gartner forecasts 25% of searches via AI by end of 2026. B2B buyers and DTC consumers have already shifted. Market state and action plan.