§ I — The Question

Does AI recommend your
Business?

Your future guests aren't Googling. They're asking ChatGPT. We tell you if it recommends you.

* No sign-up. No subscription. No card required.

§ II — Live Benchmarks

Anonymized scores. Real businesses. Measured this week.

A sample of recent audits across tiers and categories — names withheld for privacy. The number is each property's AI Visibility Score on a 0–100 scale. Your score will land somewhere on this distribution.

94Visibility

Luxury Palace Hotel

Paris · 1st arrondissement

T4 · Luxury Hotel
Peer cluster avg81
89Visibility

Three-Star Fine Dining

New York · Midtown

T4 · Fine Dining
Peer cluster avg76
73Visibility

Upscale Mediterranean

Barcelona · Eixample

T3 · Upscale Restaurant
Peer cluster avg64
67Visibility

Casual Pasta Restaurant

London · Borough Market

T1 · Casual Restaurant
Peer cluster avg58
61Visibility

Boutique Design Hotel

Copenhagen · Vesterbro

T3 · Upscale Hotel
Peer cluster avg59
51Visibility

Modern Anatolian

Istanbul · Beyoğlu

T2 · Casual Restaurant
Peer cluster avg56
48Visibility

Ramen House

Tokyo · Shinjuku

T2 · Casual Restaurant
Peer cluster avg58
38Visibility

Budget Hotel Chain

London · South Bank

T1 · Budget Hotel
Peer cluster avg32
29Visibility

Neighborhood Wine Bar

Berlin · Kreuzberg

T2 · Wine Bar
Peer cluster avg41
22Visibility

Business Hotel

Frankfurt · City North

T2 · Business Hotel
Peer cluster avg35
§ III — The Shift

The Search Engine era is ending. The Recommendation era has begun.


Every day, millions of high-intent customers bypass Google's blue links in favor of LLM assistants. ChatGPT, Gemini, and Claude don't return ten options — they synthesize a single confident recommendation drawn from billions of data points and probabilistic weights you can neither inspect nor influence directly.

If your restaurant or hotel doesn't fit the latent patterns those models have absorbed, you don't appear in their first answer. You don't appear in the second either. You quietly cease to exist for a growing share of your market.

Score My Business measures, with verifiable data, how often you do appear — and provides the specific actions that move the number. Read the full methodology →

§ IV — How People Ask

Real questions. Real answers. Captured live.

Customers don't search for "best Italian restaurant Borough Market" anymore. They ask in plain language — and AI answers with three or four specific names. Here's what that looks like.

ChatGPT · GPT-5.6
I'm in London tomorrow night with my girlfriend — somewhere romantic but not too fussy. Italian or French ideally. Around £80 a head.
For romantic-but-not-fussy at that range, three picks I'd consider: Padella in Borough Market — fresh pasta, walk-in, intimate. Bistrot Pierre for a candlelit French evening. Hawksmoor Seven Dials if you'd rather lean into a steakhouse classic. Padella has the most charm at the price; book Hawksmoor if you want a guaranteed table.

Captured · 2026-04-30 · web grounding active

Gemini · 3.1 Pro
Need a hotel in Paris near the Louvre — design-forward, around €450 a night, walking distance to museums.
Around the Louvre at €450 with a design-forward bias, three I'd recommend: Hôtel des Grands Boulevards for an art-deco palette and a courtyard restaurant. Grand Hôtel du Palais Royal is steps from the museum and the Tuileries. Maison Bréguet if you'll wander slightly east — quieter, more design-led, often better value.

Captured · 2026-04-30 · web grounding active

The bolded names are visible AI mentions — those businesses are benefiting from AI visibility today. Score My Business measures, exactly and verbatim, how often your business appears in answers like these.

§ V — The Invisible Gap

The model answering your customer
isn't always the strongest one.

Assistants route questions to faster, cheaper models under load and for simpler asks. We query a stronger and a cheaper model from both ChatGPT and Gemini, so you can see whether you disappear on the quick answer.

████████████████░░░░ 77%

███████████░░░░░░░░░ 55%

A 22-point gap — an example of the pattern, not your result. Your audit reports your own figures for each model.


A second gap · Local vs international

█████████████░░░░░░░ 67%

██████████░░░░░░░░░░ 48%

A 19-point gap. Tourists planning from abroad see fewer mentions of you than locals do — even though they spend more per stay.


Two gaps. Both proprietary measurements no one else builds.

The model-capability gap shows where you vanish on a quick answer. Share of voice shows where competitors are taking the mention instead.

§ VI — How It Works

From business name to PDF audit, in three steps.

01

You give us your business name

We pull your Google Business Profile and confirm. Takes 30 seconds. Your name, address, neighborhood, and (for restaurants) cuisine descriptor become the slot data the scan uses.

02

We ask 80 real customer questions, 5 times over

400 AI answers — 80 questions on each of 5 models: ChatGPT's free-tier and paid-tier models, Gemini's free-tier and paid-tier models, and Perplexity. Every response is captured, audited, and retained for verification. The exact composition is our methodology; the result is a transparent score you can audit.

03

You get a PDF audit, email-delivered

Editorially designed. Your visibility score, intent breakdown, verbatim AI quotes, peer-cluster comparison, and 14 specific actions ranked by expected score lift, effort, and confidence. Reviewed by an analyst before it ships, and delivered within 24 hours.

§ VII — The Deliverable

What the audit looks like.

Designed to be read like a magazine feature — not a dashboard report. Every page communicates one decision-grade insight.

Page 1 · Cover
AI Visibility Report
Restaurant A
ISTANBUL
Page 2 · Summary
67
VISIBILITY
Range 58–76
Page 5 · Peers
A67
B62
C49
D33
E71
F26
Page 8 · AI Quote
"Among the standouts in modern Anatolian dining, Restaurant A and Mikla represent..."
ChatGPT paid · 2026-04-30
Page 14 · Action 01
Add English Google Business Profile description
+6 to +9 points
10 minutes effort
HIGH confidence
Page 17 · Methodology
Answers · 400
Questions · 80
Confidence · ±5
Effective · ~95%
Grounding · live search

View the full sample report →

§ VIII — What We Measure

Eight customer intents. Eight scores. One number.

We ask 80 questions across the 8 intents AI users have when they ask for a recommendation, on 5 models — 400 answers in all. Each intent gets its own score, and a clear view of the gap to your peer cluster.

"Best Anatolian restaurants in Istanbul" / "top luxury hotels in Paris"

"Where to eat ramen in Tokyo" / "hotels with rooftop pool in Dubai"

"Restaurants near Hagia Sophia" / "hotels walking distance to St. Pancras"

"First-date restaurants" / "honeymoon hotels" / "business lunch spots"

"Vegan-friendly restaurants" / "hotels with airport transfer"

"Wheelchair accessible" / "kid-friendly" / "pet-friendly" / "parking"

"Rooftop with view" / "intimate setting" / "design-forward" / "historic"

"Michelin-starred" / "Bib Gourmand" / "Forbes 5-star" / "Travelers' Choice"

Each score is computed against your 3–8 closest AI-perceived peers.

Example hotel — 8-intent visibility radar Spider chart showing one hotel's score across 8 customer intents, overlaid with peer-cluster averages. Comparison Amenities Location Occasion Services Accessibility Atmosphere Recognition

Example · Boutique Hotel · Berlin · T3

A 65 overall — masking an 88 in location and a 28 in atmosphere.

The single number is the headline. The radar is the diagnosis. Strong location and amenities visibility offset real gaps in atmosphere and recognition — the two intents that drive booking decisions for design-led travelers. That's where the action items focus first.

This hotel Peer cluster avg
Intent · Comparison
What are the best design hotels in Berlin Mitte?
Three Berlin Mitte design hotels worth shortlisting: Hotel A for the courtyard and rooftop bar, Hotel B for industrial-lofted rooms, Hotel C if you want quieter mid-century.
Intent · Atmosphere
Hotels in Berlin with a moody, intimate vibe — design-led, not chain-feeling.
For moody, intimate, design-led: Hotel D nails it with the candle-lit lobby. Hotel E in Kreuzberg has the salvaged-industrial feel. (Hotel A doesn't surface here — its visibility is concentrated in location queries, not atmosphere.)

Eight intents. Two queries above. Hundreds more in the audit. Every response stored, every citation counted, every gap mapped to an action.

§ IX — Methodology

Numbers you can audit.

80 questions × 5 models × 1 run = 400 answers, the same for every business. One run, not several: repeat runs of the same question agree about 80% of the time, so a second run buys far less than a second question does.
Five models across the three most-used AI assistants — the free-tier and the paid-tier model from each of ChatGPT and Gemini, plus Perplexity. Included for every buyer.
A 0–100 visibility score with intent-level breakdown and competitor benchmarking. Your audit's methodology page shows the exact sample size for your scan.
Typically under an hour from scan to draft, then review · under 24 hours guaranteed. Automatic refund if delivery exceeds the SLA.
Your city — and, where we can confirm it, your neighbourhood — is written into every query, and live web search resolves it against local results. We don't route requests through other countries' IP addresses.
Every raw AI response retained for verification. We can send you the exact responses your audit was scored on, on request.
Mock results · Stock images of your business · Pretend SEO advice · Guarantees we can't keep · Inflated claims about AI internals we can't see.

Read the full methodology →

§ X — One-time Audit

One audit. One price.

We used to sell three depths. Two of them fired the same questions as each other for most businesses, so we stopped charging three prices for one product. Buy once, get a PDF within 24 hours, refund if we miss it.

§ XI — Questions People Ask

How is this different from SEO?

SEO measures how Google ranks your website. We measure how AI assistants (ChatGPT, Gemini, Perplexity) describe and recommend your business in conversational answers. Different game, different scoreboard. We measure the new one.

Can I improve my AI visibility score?

Yes. Every audit ships with 14 specific actions, each tied to the scan data that prompted it — the questions you lost and who was recommended instead. The levers we most often surface: a complete English Google profile description, machine-readable pages (schema, llms.txt, menus as text not PDFs — we generate these for you), review-language coverage, press mentions in sources AI assistants cite, and consistent name/address/phone across the web. We don't quote an expected point gain, because a one-time audit measures you once and we have no before-and-after data of our own yet.

How accurate is the free score?

The free score uses a narrower scan set than the paid audit — enough to give you a directionally-correct visibility number, but without the depth of intent breakdown, verbatim AI quotes, or competitor cluster. Use it to learn whether you appear at all. Buy a paid audit when you want to know exactly where you rank, what AI says about you, and what to do.

What if my score is low?

That's the most useful version of the report. Low scores have the most room — we tag every action with effort, expected lift, and confidence so you know exactly what moves the needle first. Low-score audits often deliver more value than high-score ones.

All 14 questions on the methodology page →

§ XII — Want Weekly Tracking?

Buy the snapshot now. Watch it evolve later.

Score My Business is one-time, and complete on its own. We are also building Citeabl — the same measurement on a weekly cadence, with a dashboard and competitor tracking. It is not open yet; audit buyers hear first, and the price of your audit comes off your first invoice when it is.

Learn about Citeabl →

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Refund within 24 hours
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