
Delta-8, HHC, THCA: Pick One, Own One
Delta-8. HHC. THCA. Three cannabinoids, three regulatory paths, three different communications strategies. The brands that confuse them lose AI citation share. The brands that differentiate them win it.

Delta-8. HHC. THCA. Three cannabinoids, three regulatory paths, three different communications strategies. The brands that confuse them lose AI citation share. The brands that differentiate them win it.

AI engines don't have opinions. They synthesize from sources. Understanding exactly which source signals carry the most weight — and why your website matters less than you think — is the foundational knowledge for any GEO program.

Brief 4 of the GEO Case Studies series. Four cases where schema implementation — or the lack of it — directly affected what AI engines said about a brand. Organization, Person, and FAQPage schema in practice.

The named-practitioner pattern is the most consistent finding across all 19 Citation Share studies. Named individuals out-cite their institutions on expertise queries. The complete five-component framework for building it.

Brief 3 of the GEO Case Studies series. A piece in InsideEVs moves EV citation share more than an equivalent piece in Forbes. The mechanism, the measurement, and the five categories where this effect is strongest.

The end-to-end GEO practitioner's guide — from baseline audit through entity infrastructure, earned media targeting, schema build, and monthly measurement. The complete sequence in one place.

Which brands AI engines name most when buyers research AI communications, GEO, and AI visibility services. The first Citation Share study of the category that builds Citation Share.

What changes when an AI-native communications operation grows from a 90-day pilot to a fully institutionalized discipline. The roles, the budget, the politics, and what year two looks like.

19 industry studies. 5 patterns that appeared in every category. The biggest surprises. And what the data says about where AI-engine brand visibility is going.

Three brands that have built genuinely AI-native communications operations — a B2B SaaS company, a luxury hotel group, and a management consulting firm. What they did, what it cost, and what moved.