AEO vs GEO vs AOO: What Each Term Actually Means
AEO targets AI-answer citations, GEO is the 2023 research paper that coined a visibility-optimization framework, and AOO audits whether an agent can buy.
Research topic
AEO
9 sourced articles on AEO, newest first: what changed, what it means for an online store, and what to fix so an AI agent can still find, understand and buy there.
Cloudflare AEO dashboard: citations scored, checkout ignored
Cloudflare's AEO Visibility Dashboard says whether assistants cite your brand, not whether an agent can buy from you. What each number means for a store.
ChatGPT Sends 92% of AI Referral Traffic, Study Finds
A 6.77M-session study finds ChatGPT drives 92.4% of standalone-LLM referral traffic, and ecommerce referral traffic rose roughly 37x.
Why is my brand not showing up in ChatGPT?
The mechanics — ChatGPT cites what Bing ranks, name confusion hijacks answers, and "visible" isn't "buyable". A merchant's checklist, from our own data.
Readability is not buyability — the "AI-ready" score gap
Most agent-readiness tools score whether an AI can READ your site — not whether an agent can BUY from it. Where the two audits diverge on real stores.
The Canonical Redirect Mistake That Hides Pages From AI
A canonical tag that points at a URL which itself redirects sends a broken signal to Google, and AI Overviews inherit the same blind spot.
How to Opt Out of Google AI Overviews in Search Console
Search Console's new Search generative AI control lets sites exclude their pages from AI Overviews and AI Mode, but not from the Gemini app.
Why ChatGPT Doesn't Know Your Store (And How to Fix It)
ChatGPT search runs on Bing's index, so a store that Bing hasn't indexed stays invisible to ChatGPT even if it ranks well on Google.
Microsoft Clarity Citations: free AI-citation tracking is live
Microsoft Clarity Citations, live since May 2026, is a free dashboard showing which pages get cited by Copilot and Bing AI answers.
📡 The agentic-commerce brief
What changed in the protocols — and what it means for your store. Connect it to your agent and it pulls the latest itself; no inbox required.
Add it to your agent (Claude Code, Claude Desktop, Cursor — anything that speaks MCP):
MCP server config
{
"mcpServers": {
"agentready-brief": {
"type": "http",
"url": "https://www.agentready.market/mcp/docs"
}
}
}Then ask it for the AgentReady brief —
it calls get_agentready_brief and reads any entry in full. Prefer a feed
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