Learning SEO and GEO in public
Can a developer with no marketing training get a blog cited by AI?
I'm finding out on this site. AI is my tutor and practice partner, every change is an experiment,
and I publish the data whether it works or not.
What I've tested recently
No experiments published yet.
How an experiment works
Observed Something about how search or an answer engine treats this site.
Hypothesis One narrow, testable guess about why, written down before any change.
Change One intervention on the live site, logged with its date.
Measured The same prompts and search metrics, before and after, over a fixed window.
Conclusion Supported, refuted or inconclusive, with the numbers and their limits.
Latest posts
30 Sep 2026
I've spent 20 years building software and data systems, some of them for marketers, without ever doing their job. This site tests whether AI can close that gap, and whether a blog nobody knows can get found, ranked and cited.