Agent Harness: 6 Critical Parts Worth Checking First
An agent harness is everything around the model: the loop that runs it, the tools it can reach, the context it is handed, the…
Tag 8
AI Visibility
SEO Agent: 7 Proven Jobs and 3 Hard Limits
I run an SEO agent on my own site. Not a sandbox, not a demo account. It reads a query report, watches a fixed…
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…
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…
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…