Coming soon
Why your SEO rankings don't predict your AI visibility
Page-one rankings and AI recommendations correlate far less than you'd hope. We scanned 500 brands across four engines to measure the gap.
Blog
Notes from inside the answer engines
Research and field notes on generative engine optimization. First posts are in the works. Here's what's coming.
Coming soon
Anatomy of an AI answer: where recommendations actually come from
Citation tracing across engines shows a small set of trust anchors doing most of the work, and most brands are absent from all of them.
Coming soon
llms.txt in practice: what changed after 30 days
A controlled before/after study of shipping machine-readable manifests, measured with daily re-scans.