Research

What we measured, and what it does not prove.

Findings, method notes, and measurements. Everything here states when the data was collected, which engines were queried, and under which method version. Where a number is weak, that is written next to the number rather than in a footnote.

  1. How we measure citation share, method v1.0

    The full method behind every number we publish. Query construction, engine coverage, run counts, what we store, how we parse it, and the four places this method is weakest.

Start here

Find out whether the models cite you.

The audit measures 50 buyer-intent queries across five engines at three runs each, maps the sources the models draw from, and returns a ranked 90-day roadmap. Two weeks, $3,500.

See what the audit covers