What makes a company easy to recommend in AI answers.
Answer testing, source analysis, citation patterns, and the proof that makes a company easier to cite.
Insights from our team
Research from the work.
Notes from audits, crawl checks, AI answer testing, paid campaigns, and the details that decide whether growth work changes outcomes.
Featured articles
What we are seeing before it becomes obvious.
Findings from audits, crawl checks, answer testing, campaign reviews, and competitive research.
What 50 AI audits taught us about trust signals
The pages, third-party mentions, reviews, comparisons, and category language that keep appearing around AI recommendations.
The case against the 200-point SEO audit
Why long audit lists hide the few fixes that decide whether traffic grows.
Your competitor shows up in AI search. You don't.
How citation density, category fit, proof, page clarity, and wording make one company easier to surface.
What we write about
The questions we keep coming back to.
What Google and AI crawlers can actually see.
Rendering, crawlability, schema, templates, links, speed, and the mechanics behind visible demand.
Where search, content, paid, and conversion reinforce each other.
What to ship, what to measure, and where to put the next dollar or hour.
Have a question worth investigating?