Measured, or merely asserted?
The AI-visibility category has learned the vocabulary of measurement faster than the discipline. Six patterns to check before you trust a number, whoever shows it to you. Including us.
Asserted
A dollar-value metric with no visible derivation. If nobody can show the arithmetic from measurement to dollars, the number is a decision aid for buying, not for acting.
Measured
Every number links to what produced it: the prompts run, the answers returned, the sample count, and the interval around the result.
Asserted
Provenance vocabulary without math: tiers named measured, estimated, computed, with no sample sizes or intervals anywhere behind the labels.
Measured
Provenance labels backed by the statistics they imply: a measured share ships with its n and its 95% Wilson interval, every time, or it ships as NOT MEASURED.
Asserted
A confident score in the first minute. Real sampling takes time; an instant verdict is a model wearing a measurement's clothes.
Measured
Numbers that start with wide bands and visibly narrow as samples accumulate, with change flagged only once it clears a significance test.
Asserted
Capability built by a partner, marketed as first-party once the press cycle fades. What is quietly true about the plumbing tends to be quietly true about the numbers.
Measured
A public methodology page that says exactly what is measured, how often, on which engines, and what the tool cannot see.
Asserted
Screenshots of dashboards with no account attribution, and month-12 projections styled as case-study outcomes.
Measured
Only measured history, clearly dated. A projection is a model; a case study is a record. Confusing them is the tell.
Asserted
The same vendor writes your content, places your links, and grades the results. The grader has a stake in the grade.
Measured
Measurement separated from fulfillment. We publish nothing and place nothing, so a bad number costs us nothing to show you.
Hold us to the same bar: our methodology, with the math shown, and a free audit that runs a real measurement before asking you for anything.