Method, in the open
The score is a formula you can check
Most tools hide how a number is produced. We publish the full AI Visibility Score formula and what each input means — because a number you can't check isn't insight.
- Every metric traces back to the stored AI answer it came from
- Sentiment is read only from sentences that name your brand, and the method (keyword-based) is disclosed
- Competitor sub-metrics we can't measure are labelled as estimates, not passed off as measured
- Demo data is always flagged as demo — never presented as a real result
Not mentioned
“For performance under $3,000 most riders shortlist the Trailforge Apex and the VeloPeak R2. Both publish full geometry…”
What we're publishing next
Findings, when they're real
Aggregate research — how visibility differs across engines, which source types earn the most citations, how answers drift over time — is only worth publishing once it's drawn from enough real runs to mean something. We won't pad this page with a chart that looks authoritative and isn't. When we have findings we can stand behind, they'll appear here and on the blog.