Data-backed research, tactical breakdowns, and operator-first thinking on AEO, GEO, and AI SEO. No recycled SEO advice. No agency fluff.
ChatGPT's web browsing behavior shifted in Q1 2026. We tracked 200 queries across categories to understand which types of pages it now cites — and which it skips entirely.
88% of websites still don't use schema markup. FAQPage alone maps directly to the question-answer format that every major AI platform uses to extract citations. Here's how to implement it in under an hour.
LLMs build a knowledge graph of your business by aggregating signals across directories, social profiles, and structured data. When those signals conflict, the AI cites you less confidently or not at all.
Adobe Analytics data confirms what we've seen in client accounts: buyers arriving from AI citations are dramatically more pre-qualified than traditional search traffic. Here's how to think about the revenue math.
When an AI Overview appears, CTR to the top organic result drops 58%. But structured content, strong E-E-A-T signals, and answer-first formatting let you appear in the Overview itself and still capture traffic.
A med spa doing $2.4M in annual revenue was invisible across all five AI platforms. Schema, entity cleanup, and four long-form content pieces later, here's exactly what moved and what didn't.