Category: AI

I asked five AI tools about my employer. Here's what they got wrong.

I ran the same questions past ChatGPT, Claude, Gemini, Perplexity, and Microsoft Copilot to see how they represent a large academic medical center. The errors clustered into three types, and two of the three I could fix with files.

Sep 28, 2026

How I wrote llms.txt for 200+ sites without losing my mind

Once you are governing AI signage across hundreds of sites, it stops being a writing problem and becomes a federation problem: one specification, one delivery mechanism, and one rule for how sites link to each other.

Sep 14, 2026

Your website has no signage for AI. Here's what signage looks like.

AI assistants read your website with no idea what it is authoritative for. Three small text files fix that.

Aug 31, 2026