Blog

Technical SEO, GEO/AEO and Python development — notes from practice, no fluff.

5 posts

AEO

68.9% vs. 2.1%: How to Get Baked Into an LLM's Weights

ChatGPT decides who to cite before it even searches. Three steps that move a brand from the rejected 2.1% into the pre-selected 68.9% — plus a tool that tests the first one right now.

19 Aug 20265 min
AEO

Five AI Agent Protocols in 2026: What to Ship Now and What Can Wait

llms.txt, OKF, ARD, MCP, UCP — a guide to the protocols deciding whether an AI agent finds you, connects to your data, and buys from you. Simple to complex, with a table and recommendations.

13 Aug 202615 min
AEO

Yesterday: Keywords. Today: LSI. Tomorrow: Intent?

Google patented search that doesn't end at the results page: the session waits in the background until an answer exists. See what it means for your content.

26 Jul 20266 min
AEO

Google Patented Trust: The Content Brief That Survives the Next Core Update

Google's patent computes Author Score as math. Here's what that means for a copywriter brief — rewritten live, for a real published page.

21 Jul 20268 min
AEO

ChatGPT has already been to your website. And left to quote a competitor

How does ChatGPT choose which sources to cite, and why does it prefer your competitors even if your content is superior? Two 2026 studies analyzed ChatGPT's internal network traffic and how AI agents "see" web pages. It turns out that AI values machine-readability and web accessibility (the Accessibility Tree) over beautiful design. Read our detailed breakdown of ChatGPT's logs and a practical checklist on how to optimize your website for AI agents.

09 Jul 20269 min