AI Answer Readiness: 7 Proven Checks That Get You Quoted
Most content audits hand you a number and leave you to argue with it. I built one that hands you the sentence instead.
Tag 11
GEO
GEO Visibility Score Drops: 7 Proven Causes to Check
Six of the seven things that move a GEO visibility score are measurement problems. Here is the order to check them in, and the…
Google Preferred Sources: The Critical GEO Signal for 2026
Google Preferred Sources lets readers add your site as a preferred source, and Google then highlights you with a badge inside Search, Discover, AI…
How GEO Works: The Mechanics of AI Visibility in 2026
Quick answer: GEO (generative engine optimization) works by making your brand retrievable and quotable inside AI answers. AI engines decompose user prompts into multiple…
How AI Search Engines Work: A Technical Guide for SEO
Quick answer: AI search engines do not rank your page the way Google does. They take a user prompt, break it into multiple smaller…
Agentic SEO Services: What They Actually Include
Quick answer: A legitimate agentic SEO service includes continuous automated audits, autonomous monitoring that opens tasks, content agents with human approval, and AI visibility…
GEO vs AEO vs Agentic SEO: 3 Critical Differences Explained
GEO vs AEO vs Agentic SEO are three different answers to three different questions. Understanding GEO vs AEO vs Agentic SEO is essential if…
llms.txt Guide: What It Is and How to Create One
This llms.txt guide explains everything you need to know about the proposed Markdown file that helps AI systems discover structured information about a website.…
GEO Tracking Experiment: 30 Days Across 4 AI Engines
GEO tracking is the practice of monitoring your brand across AI engines. I ran a 30-day experiment tracking sanjayshankar.me across ChatGPT, Claude, Gemini, and…
Agentic SEO: Why Rankings Are No Longer Enough in the Age of AI Search
Agentic SEO is the answer to a question traditional SEO tools can't solve. I wrote about this shift back in April in my post…
We Ran a Market Simulation On Our Own Product – Here’s What 19 AI Agents Predicted About visibility.so
Most startups wait until launch to learn if their market is ready. We're doing it differently. Before we build the next major version of…