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

Blog posts build authority. They don't convert buyers. Why Small Factory 5 built a second layer of pages for people who already know what they need to hire, backed by real keyword data.

Most AI SEO work is someone pasting a URL into ChatGPT and asking if it's optimized. Here's what building real measurement instead actually caught.

New research on how AI search actually retrieves content describes something specific: narrow beats broad. That's not a pitch. It's the model this practice was already built on.

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.