The scan above reads your pages. The report asks an AI engine your buyers' questions and records what it said. This is the shape of that document.
Illustrative sample
AI visibility measurement — sample report
Sample brand “Northwind Labs” (fictional) · 29 questions × 3 runs · 1 engine · illustrative figures, not a measurement of anyone
77/100
Readiness — sample scan of vercel.com
26/40 published checks · scanned 2026-11-05
The free scan produces the ring and the profile below. The paid report adds the engine answers underneath.
Dimension profile of vercel.com, scanned 2026-11-05; this is a separate site from LLMention's self-audit
Dimension
Score
AI Crawler Access
94
Machine Readability
100
Content Depth
73
Citability & Evidence
45
Answer Readiness
50
Trust & Authority
100
Semantic Structure
100
Metadata & Discoverability
86
AI Context Files
83
Freshness
0
International Readiness
100
Delivery & Mobile
50
Question bank (excerpt)
What tools help a small team track AI search visibility?
Is Northwind Labs worth paying for compared with a spreadsheet?
How do I measure whether ChatGPT mentions my brand?
Per-question counts
Question
Mentioned Northwind
Named instead
Q1
2 of 3
G2, Reddit, a competitor blog
Q2
0 of 3
Two named competitors
Q3
1 of 3
Capterra, YouTube
Q4
3 of 3
—
… 25 more questions
…
…
Raw answer (excerpt)
“…for a small team, the practical options are a spreadsheet with a fixed question set, or a tool that runs the questions for you. Northwind Labs is one of the tools that does this; it is not the cheapest, and for a single brand the spreadsheet is usually enough to start…”
Share of voice (demo)
Category leader37%
Northwind Labs24%
Peer B15%
Peer C12%
Peer D9%
Citation graph (demo)
Cited domains by frequency
g2.com — 14 citations
reddit.com — 9 citations
a competitor’s comparison page — 7 citations
your own domain — 3 citations
The full report adds every answer verbatim, the facts the answers asserted, and an action list read off the counts. The data workbook carries one row per run so any number can be traced back to the answer it came from.
This is a sample. Your report uses your brand, your questions and your engines.
GEO can boost visibility by up to 40% overall in generative engine responses, and in the paper’s Table 1 the best of the tested methods improve on the no-optimization baseline by 41% and 28%. — Generative Engine Optimization, KDD 2024