AI Visibility Research ยท 2026

Your buyers are asking AI which vendor to choose. Here’s how to be the answer.

What you’ll get from the report

See which “best practices” are already dead

Schema markup, author bios, llms.txt, Markdown files: five widely-sold tactics that controlled tests, and Google’s own documentation, show do nothing for AI citations.

Know how much to trust each finding

Every one of the 17 factors carries a confidence rating and an evidence grade, so you can tell what to act on now from what’s still a guess.

Get the order to actually fix it

A prioritized playbook, from the technical audit through the earned-media program, including the one high-leverage move most B2B teams are missing.

See what actually moves AI visibility

23 studies, 20 million citations, and 17 confidence-rated factors

Fill out the form below to get the report and a clear plan you can act on this quarter.

Frequently Asked Questions

Why do I need to share my details?

So we can send you the report, plus the occasional update as the research changes. In AI search, that’s about monthly. We keep your information private and never sell it.

Is this really free?

Yes. It’s the same research we use with our own clients. Read it, use it, and keep us in mind when you want help putting it to work.