13 posts tagged with "geo"
I Asked 3 AI Engines the Same 16 Buying Questions. They Agreed Under a Third of the Time.
A 47-answer study of who ChatGPT, Claude, and Perplexity recommend in one B2B category. Six brands hold 89% of all mentions, the three engines overlap by about 30%, and a third of answers name nobody at all.
Perplexity Named Zero Brands, 40 Answers in a Row. Your Category Is Not the Reason.
480 answers across ChatGPT, Claude and Perplexity, in a two-year-old category and a twenty-year-old one. Which engine goes quiet is a property of the engine.
Why ChatGPT Is Not Citing Your Website: I Measured 47 AI Answers
I asked ChatGPT, Claude, and Perplexity the 16 questions my buyers actually ask. My own site came up 3 times out of 47. Here is the method, the raw counts, and the gap I found.
How to Get Cited by ChatGPT: My 0/5 GEO Audit
I ran my own site through 5 buyer-intent queries on Perplexity and got cited zero times. Here is what GEO actually is and the pattern the winners share.
Agentic Commerce Protocol (ACP): Shared Payment Tokens, Link Wallets, Agent Checkout
Stripe shipped agent commerce in April 2026. Most sites are not ready to accept transactions from AI agents. The four surfaces operators need to add, the security model behind shared payment tokens, and a working receivable endpoint stub.
Why Isn't ChatGPT Citing Your Website? I Tested 5 Axes on a DR 25 Site and Got 1,500 Citations
1,500 AI citations on a DR 25 site in 90 days. The 5 checks (schema, llms.txt, OpenGraph, semantic HTML, robots.txt) that decide whether ChatGPT cites you.
Content Intent Signaling: The robots.txt Directive That Controls How AI Uses Your Content
robots.txt controls access. Content Intent Signaling controls usage. Three new directives separate training from citation permission.
Entity-Level SEO vs Page-Level SEO: 8 AI Citations a Day After Switching
Bing AI cited my site 8 times a day after I stopped tuning individual pages. The principle: entity-level SEO is the floor; page-level work is the ceiling.
The 90-Day AI Visibility Roadmap I Run for Sub-DR-20 Sites
The 90-day AI visibility roadmap I run for sub-DR-20 sites: entity-graph baseline, five canonical pages, co-mention seeding, and a citation dashboard.
Perplexity Citation Format vs ChatGPT: How Each Engine Picks Sources
Perplexity quotes liberally. ChatGPT quotes selectively. The engine-level differences in citation behavior that change what a sub-DR-20 brand should optimize for, engine by engine.
Schema.org for Answer Engines, the 40 Properties That Matter
A tactical guide to the Schema.org properties answer engines actually read. Which fields move citation decisions, which are noise, and how sub-DR-20 operators compress a full JSON-LD graph into the forty that matter.
Originality Signals and Citation Patterns
AI engines deprioritize pages that look like everything else. The originality signals that move a post from the summary layer into the quote layer, and why recap content is the new thin content.
Entity Optimization for Brands in AI Search
Rank is a single-page game. Entity coherence is the compounding game. How sub-DR-20 brands engineer a Person + Organization graph that AI search engines actually cite.