How to Optimize Your Website for Personal AI Agents
Personal AI agents like Dots, Muse and Grok Bot now use websites. Here is PAO, Personal Agent Optimization: how I prepare my site, and why accessibility comes first.
24 min read
My Thoughts on Search & AI
I write about where search is heading and share whatever I am finding interesting right now. Expect practical guides on SEO, GEO, and real ways to automate your work.
Latest Articles
Do Personal AI Agents Use WebMCP? (October 2026 Benchmark)
October 2026 benchmark: four personal AI agents, my WebMCP news tool, a car booking and a form. Which agents used WebMCP, how fast, and what my logs saw.
22 min read
How to Build a WebMCP Tool: A Technical GEO Guide
WebMCP is a technical GEO optimization that lets AI agents call your site like an API. Here is how I built one on my blog and how I track agent calls.
15 min read
ChatGPT Query Fan-Out Bookmarklet v2 (GPT-5.6)
A free bookmarklet that records ChatGPT's hidden fan-out queries live, now that GPT-5.6 no longer saves them in the conversation.
9 min read
ChatGPT 5.3/5.4 Query Fan Out Extraction Bookmarklet
Get a free bookmarklet to extract the hidden search queries and citations ChatGPT uses to build its answers.
5 min read
What is AEM Sites Optimizer?
Go behind the scenes of AEM Sites Optimizer to see how we are building an autonomous site optimization system at Adobe.
6 min read
My SEO/GEO Technical Stack: Architecture and Results
Go behind the scenes of an SEO/GEO-first blog architecture. Discover how Astro, Cursor, and Cloudflare deliver perfect Core Web Vitals and peak crawlability for LLMs
15 min read
Hello World: My First Website
Welcome to my personal blog. Discover why I built this sandbox to document my experiments in SEO, GEO, and AI-driven search. Here's what to expect.
9 min read