GTMOPERATOR.← Frameworks

How visible is your brand inside AI answers?

Buyers ask ChatGPT, Perplexity, and Gemini to recommend a vendor — and the engine names a short list before they ever hit a website. If you’re not in that list, you’re not in the deal.

✕ Most AI-visibility tools
“How visible is Acme?”
Your name in the prompt guarantees the answer. Measures nothing.
✓ This scorecard
“Best tools for {your category}?” — blind, no name
We detect in code whether you surface, and who the engine names instead.
The rule behind every number: no evidence, no score.
The anchor · ~24% · measured

When a buyer asks the category question — do you come up?

Mention rate
How often you surface across blind questions
Share of voice
Your slice of every brand the engine names
Avg. position
Where you land when you do appear
Competitor field
Who it names instead — built by the model, not us

It’s a sample, not a reading — so it ships with a confidence interval. A measured zero (competitors surfaced, you didn’t) is a confident low, never confused with “no signal.”

The nine pillars, by weight — plus the Tier-0 gate

Each non-anchor pillar is scored only from evidence the scan actually found — or flagged “insufficient,” never guessed. Before any of it counts, a deterministic Tier-0 technical gate checks whether AI can even retrieve you (robots.txt, raw-HTML visibility, indexability) — a hard failure caps the whole score at 40, because authority you can’t retrieve is authority AI never sees.

AI Narrativeanchor
23.8%
Do you actually surface
Entity Authority
15.3%
Does AI know who you are
Content GEO (new)
15%
Retrieval-ready content, semantic relevance
Digital PR & Citation Network
11.9%
Earned mentions LLMs pick up
Category Content & Question Ownership
10.2%
Own the buyer questions
Proprietary Research & Knowledge Assets
8.5%
Assets others cite
Community & Customer Validation
6.8%
Reddit / G2 sentiment
Executive Authority
5.1%
Founder/exec POV, verifiable
Video & Multimedia
3.4%
Expert video transcripts

These are measurement weights (where you stand today) — deliberately separate from the investment model on the GEO operating-system page (where to spend effort).

You get a score, the gaps holding you back, and the highest-leverage fixes. v1 measures one engine (Claude + live web search); ChatGPT, Perplexity, Gemini & Grok per-engine breakdown is on the roadmap.

GEO / AIO · Visibility Scorecard

Are you the consensus answer?

Enter a company — we run its category's questions through a live engine, measure whether it surfaces, and score the full nine-pillar model behind a Tier-0 technical gate. Live research, ~30–60s.

Real research runs live across AI engines and the web — a scan takes ~20–40 seconds. We'll email you the scorecard.