Short, specific write-ups on GEO, AI-visibility, and what actually gets a page cited — not recycled listicle advice.

A tour of the internal Python tooling that runs Small Factory 5: one deliberate dependency, real money spent on real API calls, and the bugs that only showed up once real data hit it.

SEO gets you ranked. GEO gets you cited. Here's the practical difference, why both still matter, and how the five-lever framework fits.

A real before-and-after from grading our own site with an independent tool, how the Citability Index tracker got built from scratch, and a real page review example.

A simple way to spot low-density copy before AI search engines pass it over for a competitor.

A behind-the-scenes migration of this site to Astro and Vercel, and the two invisible failures that never threw an error: a missing homepage, a dead stylesheet.

A case study on why spec-only B2B product pages fail with AI search engines, and what content and internal-linking fixes actually solved it.