Sample Report · Detailed Tier

Restaurant A · Istanbul

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AI Visibility Report
Detailed Tier · 18 pages

Restaurant A

Istanbul, Türkiye

Generated2026-04-30 · 14:30 UTC
Audit IDsmb_a4f2c8e1
Total scans2,500+
Powered byscoremybusiness.ai · Miyu Ventures LLC
Executive Summary Restaurant A · Istanbul

67


How you score per intent

Comparison ██████████████████░░ 92% ▲ +24
Cuisine ██████████████████░░ 90% ▲ +22
Location ████████████████░░░░ 80% ▲ +13
Recognition ██████████████░░░░░░ 71% ▲ +4
Occasion █████████████░░░░░░░ 69% +1
Dietary █████████░░░░░░░░░░░ 46% ▼ −21
Accessibility ████████░░░░░░░░░░░░ 42% ▼ −25
Atmosphere █████░░░░░░░░░░░░░░░ 28% ▼ −39

🎯 Your weakest intent is atmosphere (−39 vs your mean). Three actions on page 14 close most of this gap with under 30 minutes of total work and an expected lift of +9 to +13 points.

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Two-Tier Framing · Paid AI vs Free AI Restaurant A · Page 3

What your highest-value customers see

77%

████████████████░░░░


What the majority sees

55%

███████████░░░░░░░░░


A 22-point gap.

Paid-tier AI subscribers (ChatGPT Plus / Pro and Gemini AI Pro) are roughly 12% of consumers but spend 4× per visit on hospitality. You appear in their answers 22 percentage points more often than in the answers seen by the 800 million people on free-tier AI. This gap is your moat with high-value customers, AND your visibility ceiling with the rest of the market.

The paid-vs-free split is a Score My Business proprietary insight. No competitor measures it.

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Audience Profiles Tested Restaurant A · Page 4

Detailed tier scans your business against two audience profiles. Each profile fires the full 60-query battery in its own language and from its own source-market IP — measuring how each customer segment sees you, not how a generic searcher sees you.

Profile 1 — Local customers

LanguageTurkish
Source marketLocal (in-country)
Citation rate71%
Average position1.4 (when cited)

Profile 2 — International tourists

LanguageEnglish
Source marketUS / Western Europe
Citation rate63%
Average position1.8 (when cited)

You score 8 percentage points lower with international tourists than with local customers. The biggest gap is in the atmosphere intent — English-language travelers asking about "rooftop restaurants in Istanbul" or "design-forward dining" rarely surface Restaurant A. Action items 03, 07, and 11 specifically target this gap.

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Per-intent Peer Comparison Restaurant A · Page 5

Restaurant A vs the 5 closest AI-perceived peers (B, C, D auto-detected from your scan; E and F user-selected). Cells are citation rates 0–100%.

Cmp Cui Loc Occ Diet Acc Atm Rec Mean
A · Restaurant A 92%90%80%69%46%42%28%71% 67%
B (main rival) 87%86%10%85%54%22%63%82% 62%
C (adjacent tier) 26%54%47%32%19%14%14%52% 32%
D (Michelin tier) 24%53%6%39%13%8%2%94% 30%
E (niche) 15%33%5%35%48%22%22%33% 27%
F (peripheral) 8%4%0%21%17%0%0%8% 7%

You're the highest-cited business overall (67%) — slightly ahead of B (62%). But notice how different your intent profiles are: B dominates atmosphere (63% vs your 28%) — that's their location's view doing the work. You dominate location (80% vs B's 10%) — being physically at a high-recognition landmark is your structural moat for "near X" queries.

Cmp: comparison · Cui: cuisine · Loc: location · Occ: occasion · Diet: dietary · Acc: accessibility · Atm: atmosphere · Rec: recognition

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Citation Rate by AI Platform Restaurant A · Page 6

How often Restaurant A is mentioned in AI assistants' answers, per platform and tier.

ChatGPT (paid) ████████████████░░░░ 80% first 60% of cites
ChatGPT (free) █████████████████░░░ 83% first 50% of cites
Gemini (paid) ███████████████░░░░░ 78% first 55% of cites
Gemini (free) ██████░░░░░░░░░░░░░░ 32% first 30% of cites

⚠️ The default free Gemini model (used by 700M+ Android users) sees Restaurant A only 32% of the time vs 83% on free ChatGPT — a 51-point platform gap. This is platform-specific, not tier-specific. Action items 04 and 09 address it directly.

The pattern is common at the modern Anatolian / contemporary-Turkish tier — the free Gemini default leans on its training-data summary, which underweights restaurants that haven't accumulated review-site and press depth. Improving the grounding signal lifts citation on this specific platform.

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Average Citation Position Restaurant A · Page 7

When AI mentions Restaurant A, where in the response does it appear? (Position 1 = first mentioned · Position 5 = fifth mentioned · lower is better.)

1.5

When mentioned at all, Restaurant A appears on average between first and second in the AI's response. Strong position.


Position by platform

Avg position1st-mention rateTop-3 rate
ChatGPT (paid)1.460%96%
ChatGPT (free)1.650%92%
Gemini (paid)1.555%94%
Gemini (free)2.130%78%

AI assistants tend to lead with the most-canonical recommendation when they're confident, and demote it when they're hedging. Restaurant A's position-1 rate of 60% on paid-tier ChatGPT means the model treats you as a definitive answer for over half the relevant queries — typical of businesses with strong cuisine + location signal.

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Verbatim AI Response · Comparison Intent Restaurant A · Page 8

Real ChatGPT response captured during your scan. Owners screenshot this.

Query · Asked by 4,200 users in past 24h

"Best contemporary Anatolian cuisine restaurants in Istanbul — top picks?"

ChatGPT, paid tier · scanned 2026-04-30 · EU origin

"Istanbul boasts a vibrant dining scene that reimagines traditional Anatolian cuisine through contemporary lenses. Here are some top picks for experiencing modern Anatolian flavors in the city:

B [Marmara Pera, Beyoğlu] — Renowned for its 'New Anatolian Kitchen,' blending traditional Turkish ingredients with Scandinavian techniques.

Restaurant A [Galata neighborhood] — Located within a historic Galata building, focuses on sustainable practices and reinterprets regional Anatolian recipes. Known for its tasting menu featuring overlooked Anatolian ingredients.

F [Tomtom Suites, Beyoğlu] — Turkish-inflected Mediterranean dishes with a focus on seasonal produce; intimate setting with strong wine list..."


Notice: ChatGPT positions you second (below B), but gives you the most descriptive paragraph (33 words vs B's 24). The "sustainable practices" and "regional Anatolian recipes" framing is consistent across all our scans — the model has a stable mental model of you. This is what we mean when we say "AI's perception is editable."

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Verbatim AI Response · Cuisine Intent Restaurant A · Page 9

Query · Asked by 1,800 users in past 24h

"Where can I try authentic regional Anatolian cuisine in Istanbul?"

Gemini, paid tier · scanned 2026-04-30 · EU origin · web grounding active

"For authentic regional Anatolian cuisine in Istanbul, I'd particularly recommend Restaurant A, which has built its reputation specifically on rediscovering and reinterpreting ingredients and techniques from Anatolia's eastern provinces. Their chef is known for sourcing from small Anatolian farms and reviving forgotten recipes from regional cookbooks of the late Ottoman period.

Other strong options: B takes a more Nordic-inflected approach to Turkish ingredients; D offers a more decorative fine-dining interpretation with two Michelin stars; E focuses on vegetable-forward Anatolian cooking in a smaller, vegetarian-leaning setting..."


On cuisine-specific queries, you're first-mentioned on Gemini Pro and the model uses your most distinctive positioning ("rediscovering forgotten recipes," "sourcing from small Anatolian farms"). This means your brand story is well-encoded in the AI's training data — protect it by ensuring your Google profile, Wikipedia entry, and press mentions all reinforce these specific claims.

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Verbatim AI Response · Location Intent Restaurant A · Page 10

Query · Asked by 2,100 users in past 24h

"Restaurants near Galata in Istanbul — recommendations?"

ChatGPT, paid tier · scanned 2026-04-30 · US origin · web grounding active

"If you're around Galata, you have several strong dining options within easy walking distance:

Restaurant A — directly inside one of Galata's most recognizable historic buildings. Modern Anatolian tasting menu; book ahead.

C — about 8 minutes' walk from Galata Tower; rooftop with views toward the Bosphorus, vibrant atmosphere.

F — closer to the upper end of the neighborhood; intimate, slightly more formal, Turkish-Mediterranean.

For something casual, also consider walking down toward Karaköy for the seafood spots along the waterfront..."


You dominate location-based queries (80% citation rate). Being physically located inside a high-recognition landmark is your structural moat. The AI uses the landmark name as the orientation point, which means whenever someone asks "near [your area]," you're nearly always cited. Protect this signal by ensuring the landmark name appears in your Google profile description and metadata.

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Your AI-Perceived Peer Set Restaurant A · Page 11

When AI is asked "where to eat in Istanbul," these five businesses are the ones it's most likely to mention alongside Restaurant A. Improving relative to this peer set — not the top 50 in Istanbul — is what moves your visibility score.

B

Main rival · Same chef-led modern Turkish tier

MARMARA PERA · BEYOĞLU · MID-2000S

Direct competitor — both restaurants compete for the same "modern Anatolian, mid-2000s opening, chef-led, contemporary" customer. B has stronger atmosphere visibility (rooftop view); you have stronger cuisine specificity and location anchor.

C

Adjacent — wood-fire concept

NOVOTEL KARAKÖY · ROOFTOP

Adjacent — different concept (wood-fire focus, more casual), but AI groups it with you because of geographic and tier proximity. Visible on atmosphere and recognition queries.

D

Slightly above tier — 2-star Michelin

BOMONTI · 2-STAR MICHELIN

Higher-tier — 2-star Michelin establishment. AI sometimes groups you with D when the query explicitly seeks "fine dining," demonstrating your aspirational positioning.

E

Niche — vegetable-forward modern Turkish

YENIKÖY · SARIYER

Niche peer — focuses on vegetable-forward and vegetarian-leaning modern Turkish. Surfaces alongside you on dietary intent queries where you score lower (46% vs E's 48%).

F

Adjacent — 1-star Michelin

TOMTOM SUITES · BEYOĞLU · 1-STAR MICHELIN

Adjacent peer — 1-star Michelin, more intimate setting, Turkish-Mediterranean. Cited together with you on occasion queries (anniversary / first-date dinners).

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Head-to-Head · Restaurant A vs Competitor B Restaurant A · Page 12

B is your closest peer. Same chef-led tier, same neighborhood radius, same customer. Here's where you win, where they win, where to push.

Intent You (A) B Δ Verdict
Comparison 92% 87% +5 You win narrowly
Cuisine 90% 86% +4 You win narrowly
Location 80% 10% +70 You dominate
Occasion 69% 85% −16 B wins (rooftop view drives "anniversary" queries)
Dietary 46% 54% −8 B wins narrowly
Accessibility 42% 22% +20 You win (you're more accessible)
Atmosphere 28% 63% −35 B dominates (their rooftop view does the work)
Recognition 71% 82% −11 B wins (more decorated chef profile)

The verdict: you are equally cited overall, but you're winning on structural differentiators (location, accessibility, cuisine specificity) and losing on differentiators they can't replicate (B's rooftop atmosphere). That's actually a healthy place to be — your moats are durable, while their moats are physical and not easily eroded by your action items. Focus actions on closing atmosphere and recognition gaps.

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Head-to-Head · Restaurant A vs C and D Restaurant A · Page 13

vs Competitor C — adjacent, wood-fire concept

C is a less direct competitor — different concept, different price point, but AI groups you together because of geographic + tier proximity.

Overall meanYou: 67%C: 32%+35
Strongest C win— (C does not beat you on any intent)
Strongest A winComparison (+66) and Recognition (+19)

vs Competitor D — 2-star Michelin, slightly above tier

D is a tier above. AI surfaces them when the query is explicitly fine-dining oriented. Where you co-occur, your cuisine framing differs: you're "rediscovering," D is "reinterpreting."

Overall meanYou: 67%D: 30%+37
Recognition (Michelin queries)You: 71%D: 94%−23
Comparison + Cuisine combinedYou: 91%D: 38%+53

You out-cite D on broad queries (Comparison + Cuisine) by a wide margin — you're more decisively in AI's "modern Anatolian" mental cluster — but D out-cites you on Recognition (Michelin queries). Closing the recognition gap requires Michelin Guide entry; until then, your recognition signal benefits from Bib Gourmand, Travelers' Choice, and press mentions.

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Action Items · 1–4 · High Impact Restaurant A · Page 14

14 actions ranked by expected lift × effort × confidence. Start with these four — they're high-impact, low-effort, and well-validated.

01

Add an English Google Business Profile description

+6 to +9 points 10 min effort HIGH confidence

Your GBP description is currently Turkish-only. Tourist-facing AI queries in English lack this context when ranking you, biasing them toward businesses with English descriptions. How: business.google.com → Info → Description. Add a 200-word English description emphasizing "modern Anatolian," your historic Galata location, and chef recognition. Affects: atmosphere · location · cuisine on international tourist profile.

02

Respond to recent English-language reviews

+3 to +5 points 30 min effort HIGH confidence

48 of your last 100 Google reviews are in English. 12 of those have no owner response. Each response increases the English-language "signal density" AI assistants use for retrieval. How: respond to the 12 unresponded English reviews. Reference specific dish names where possible (signal hygiene). Affects: all intents on international tourist profile.

03

Add 8 atmosphere-tagged photos to GBP

+4 to +6 points 20 min effort MEDIUM confidence

Atmosphere is your weakest intent (28%). Your GBP has 47 photos but only 4 are tagged "interior." Add 8 more interior + ambiance photos with descriptive filenames (e.g. "restaurant-a-stone-walls-galata-istanbul.jpg"). How: business.google.com → Photos → upload with descriptive names + alt text. Affects: atmosphere.

04

Update Google Maps menu (Turkish + English)

+3 to +5 points 15 min effort HIGH confidence

Your menu on Google is from 2024 (verified via Wayback Machine against your current website). AI assistants use the menu listing to ground cuisine-specific queries. Update it with your current tasting menu, in both Turkish and English. Affects: cuisine · dietary.

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Action Items · 5–9 · Medium Impact Restaurant A · Page 15
05

Pitch English-language press: 4 specific outlets

+3 to +6 points 3 hrs effort MEDIUM confidence

Eater (Istanbul section), Conde Nast Traveler, FT How to Spend It, and Departures all cover Istanbul restaurants regularly and are high-trust sources for AI grounding. Your last English press mention was 2023. How: 4 personalized pitches with chef storyline + tasting menu hook + high-res photos. Lead time: 3–8 weeks for placement. Affects: recognition.

06

Wikipedia article (English) — currently absent

+2 to +4 points 4–6 hrs effort MEDIUM confidence

You have a Turkish Wikipedia article but no English one. AI training data heavily weights English Wikipedia. Article must be encyclopedic (not promotional) and supported by English-language sources (per action 05). Affects: recognition · cuisine · comparison on international tourist profile.

07

Add structured data to your website (Restaurant schema)

+2 to +4 points 1 hr effort HIGH confidence

Your website lacks Schema.org Restaurant markup. Add JSON-LD with menu sections, opening hours, address (in both English transliteration and Turkish), and accepted payment types. Affects: all intents on international tourist profile.

08

TripAdvisor profile completeness audit

+2 to +3 points 30 min effort MEDIUM confidence

Your TripAdvisor profile is 78% complete (industry average 92%). Missing: cuisine sub-tags, accessibility flags, parking info, multiple-language menu uploads. Affects: recognition (Travelers' Choice queries) · accessibility.

09

Tagged Instagram bio + grid hygiene

+1 to +3 points 1 hr effort LOW confidence

Lower-confidence (Instagram is a weaker AI signal), but worth doing. Bio currently lacks "modern Anatolian" / "tasting menu" / "Galata" keywords. Affects: atmosphere on international tourist profile (Gemini Flash specifically).

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Action Items · 10–14 · Long-Term Restaurant A · Page 16
10

Apply for Bib Gourmand consideration

+5 to +8 points Ongoing effort LOW probability

You sit just below the Michelin-recognized tier. Submitting for Bib Gourmand consideration costs nothing and would meaningfully close the recognition gap with D. Probability of acceptance: low but non-zero (your specific concept and pricing fit Bib criteria).

11

Cookbook or chef monograph publication

+3 to +6 points Multi-month effort MEDIUM confidence

Books with strong English distribution become high-trust grounding sources for AI. A cookbook tied to your "rediscovered Anatolian recipes" framing would compound your existing positioning.

12

Curated dining-experience listing on Klook / Viator

+1 to +3 points 1 day setup MEDIUM confidence

International travel-experience platforms feed AI travel queries specifically. A curated tasting-menu experience listing creates a bookable inventory that AI can reference. Especially helps Gemini Flash ranking.

13

Annual press dinner program

+2 to +5 points Annual cost LOW confidence

Sustained press attention compounds. Twice-yearly chef's table press dinners with rotating English-language journalists (Eater, FT, NYT travel) creates a steady flow of mentions over time.

14

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Methodology · Scan Log Restaurant A · Page 17
SCAN SUMMARY
Scan executed2026-04-30 · 14:30 UTC
Audience profiles2 (Local · International)
Total scans2,500+ across multiple AI platforms
Effective scan rate~95% (industry-standard)
Web search groundingActive across all platforms
PLATFORMS COVERED
ChatGPTPaid + free tier
GeminiPaid + free tier
SCORING
Score range0–100
Typical confidence±5 points (re-run variance)
Citation detectionIndependent automated pass on every response
WHAT WE DON'T MEASURE
GrokNot yet API-stable
Meta AINo public API
User personalizationWe measure aggregate behavior, not individual
LIMITS OF THIS SCORE
AI responses are non-deterministic. Re-running the same query produces variable results. We mitigate via multi-run averaging across platforms and report citation rate, not binary cited/not. Within-run variance up to ±5 points should be considered noise.

Want to verify any specific scan?

Email support@scoremybusiness.ai with your audit ID (smb_a4f2c8e1) and the query you'd like the raw response for. We retain every scan response indefinitely.

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Appendix · Raw Citation Counts Restaurant A · Page 18

For full transparency: total citations across all 60 scan queries, per business, per intent.

Cmp Cui Loc Occ Diet Acc Atm Rec Total
A · Restaurant A 11146145541170
B11131176391373
C3847222937
D38081101536
E2507533530
F110420019
Total queries 121682011121416109

Glossary

CitationAn AI response mentions the business by name (or any registered alias) at least once.
Citation ratePercent of scan queries where citation = true.
PositionOrder of the mention within the AI's response (1 = first, 2 = second, etc.).
IntentOne of the 8 customer-search-intent buckets (comparison, cuisine, location, occasion, dietary, accessibility, atmosphere, recognition).
TierBusiness tier inferred from Google price level + reviews. Restaurant A is T2 (mid-range).

© 2026 Miyu Ventures LLC · scoremybusiness.ai
Audit ID: smb_a4f2c8e1 · Generated 2026-04-30 14:30 UTC
Detailed tier · 2,500+ scans · 18 pages · Restaurant A · Istanbul (anonymized)

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