Author: Chris Han

An AEO holdout test isolates what actually moved your AI citations. Four single-brand control designs, noise-floor data from 63 tests, sizing tables, and a six-week protocol.

Multi-turn AI search visibility decays fast: across 1,200 tracked buying chats, only 19% of turn-1 brands survived to turn 8. See how to measure and fix it.

AI search query refinement is the ordered stack of constraints buyers add in one chat. Learn the six rungs, why price kills most brands, and how to run a 45-minute audit.

Buyers asking about the AI downsides of my product get answers from review sites, not vendor pages. 4,320 tracked chats show which sources decide the answer — and how to fix it.

Conversation-level AI visibility metrics score a whole chat, not one prompt: first-mention turn, turn survival, final-recommendation share. Tested on 1,286 conversations.

AI Overviews traffic loss mimics a ranking drop in GSC. Use the CTR-deficit method to tell AIO click loss from lost positions—then fix the queries that matter.

How to get cited by ChatGPT: it quotes ~1 in 6 pages it reads. See how it picks sources — own index, Bing, freshness — and the steps to win a citation slot.

How to get cited by Gemini: how Google Search grounding picks sources, why it differs from AI Overviews, and the fixes that earn AI citations. Track yours today.

How to get cited by Grok hinges on live X posts, recency, and account authority. See what tracking 6,400 Grok answers reveals — then win your first citations.

What is answer engine optimization? AEO is how you get AI tools like ChatGPT and Google to cite and recommend your brand. Get the definition and workflow.