Fair scepticism — the acronym soup (GEO, AEO, LLMO, AIO) is overcooked. But the behaviour underneath is measurable and large: AI search has gone from under 2% to an estimated 12–18% of informational queries in a year, AI-referred visitors convert several times higher than normal organic because they arrive pre-qualified, and structured, well-cited pages are around 3x more likely to be cited. We don't sell GEO as a separate magic product — that's the tell of a bandwagon. We engineer one foundation (technical health, schema, entity authority, E-E-A-T, digital PR) that earns classic rankings AND AI citations, and we prove it with a citation-share monitor you can watch move. If AI search reversed tomorrow, you'd be left with a stronger, faster, better-structured site either way — there's no version of this that wastes the money.