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Resources

Everything we know about AI search, in the open.

The methodology behind the scores, the vocabulary the category runs on, the case studies that show the gap closing, and a weekly read on how the models keep moving. No gate, no form.

The math

Methodology

How the scores are built: Wilson confidence intervals, source attribution, the audit scoring blends, and where the service controls sit. The math is open, on purpose, because a board deck needs a defensible number behind it.

Read the methodology
The vocabulary

Glossary

AI search has its own language, and most of it is less than two years old. Every term we use across this site and the product, defined plainly, grouped from the core idea out to AuthorityOn's own vocabulary.

Open the glossary
The evidence

Proof

Two anonymised case studies in full: a global standards body that won 98% of head-to-head comparisons but was recommended 2% of the time, and a SaaS vendor invisible to every AI crawler. What the scan found, what changed, how fast.

See the case studies
The landscape

Comparison

AuthorityOn next to the SEO tools you already run, and next to the AI-visibility trackers. Where the model layer is a genuinely different job, and where it is not.

Compare the tools
The weekly read

Pulse

Model launches, retrain events, citation-pattern changes, the moves that shift what AI says about brands, summarised as they happen. Weekly, independent, free to read. Launching with the site.

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