Measuring AI visibility is harder than it looks.
AI engines are non-deterministic, disagree with each other, and change without notice. Here's how we turn that noise into a number you can act on.
Why you can't just ask ChatGPT and screenshot the answer.
Ask the same question twice, get different answers. A single check is a coin flip, not a measurement.
ChatGPT recommends you. Gemini names a competitor. Perplexity cites neither. One number hides all of it.
A model update can erase a citation overnight. What was true last week may not be true today.
Measurement that ignores this isn't measurement. It's a screenshot.
Four engines. Repeated queries. Stored evidence.
- 01
We query all four engines directly
ChatGPT, Gemini, Claude, and Perplexity — each queried separately, because each answers differently.
- 02
We stabilize against variance
Every measurement is taken across repeated runs, so run-to-run noise doesn't masquerade as a change.
- 03
We capture the evidence
Real answers. Real citations. Stored and versioned — so you can see what was said, not just a score.
- 04
We score it
Seven layers of signal, distilled into one AI Discoverability Score, plus four readiness pillars that tell you why.
One score. Four pillars. Zero guesswork.
AI Discoverability Score
Your headline number. How discoverable and citable your brand is to AI, right now.
Can engines reach and read your content?
Do they grasp what you are and who you're for?
Do they trust you enough to cite you?
Is your content structured to be the answer?
The pillars tell you where you're weak. The score tells you how much it costs you.
How you'll know it's working.
Most tools show you a score that moves and call it success. Because AI is non-deterministic, that's not proof. Here's what actually is — weakest to strongest:
- 01Your readiness pillars move
Your own site, so these respond quickly and reliably. Your earliest signal.
- 02New citations appear
A literal, named source link inside an AI answer. Discrete. Undeniable.
- 03Your surface rate trends up
'Absent in 10 of 10 category prompts, now present in 4.' Per engine, across scans.
- 04AI traffic converts
Real visitors from AI engines, landing on your site, converting. The ground truth.
The score is the diagnosis. Citations and conversions are the proof.
Not a tab bolted onto an SEO tool.
Designed for AI answer engines from day one, not retrofitted from keyword tooling.
Our scoring methodology and prompt-ranking approach are patent-pending.
Accepted into NVIDIA's program for advanced AI startups.
Every response and citation stored, so nothing is a black box you can't audit.