How identical tools and AI workflows have made SEO intellectually conformist, and why mental models, not tooling, are the real competitive differentiator.

There is less than a 1-in-100 chance that ChatGPT or Google’s AI will produce the same list of brand recommendations if you run the same query 100 times. This is the starting point for understanding why AI search attribution is a fundamentally different problem from traditional search tracking.

A guide on turning customer language from Google Reviews into structured messaging for website copy using a specific message-mining framework.

A process to map out the internal linking structure of a website and apply statistical analysis to find stronger pages to link from, and those that have too few incoming links.

A study on the uptake of blocking OpenAI's GPTBot crawler across the top 1 million websites.