What AI recommends when buyers ask about restaurants
20 brand-free buyer questions, each asked to 5 AI assistants with Seattle, Washington as the sample city. 230 providers were named across 98 answers. Every number below traces back to an original answer.
The restaurants AI assistants name most often
Counted per answer: a provider named twice in one answer counts once. "Recommended" means the answer explicitly told the buyer to pick it.
| # | Provider | Answers | Share | Recommended | ChatGPT | Perplexity | Gemini | Claude | Grok |
|---|---|---|---|---|---|---|---|---|---|
| 1 | The Pink Door | 8 | 8% | 1 | 3 | 2 | 1 | 1 | 1 |
| 2 | Bounty Kitchen | 7 | 7% | 3 | 1 | 2 | 1 | 2 | 1 |
| 3 | Cafe Flora | 6 | 6% | 2 | 1 | 1 | 2 | 1 | 1 |
| 4 | AQUA by El Gaucho | 6 | 6% | 1 | 1 | 1 | 2 | — | 2 |
| 5 | Spinasse | 6 | 6% | 1 | 1 | 2 | — | 2 | 1 |
| 6 | Canlis | 5 | 5% | 4 | 1 | 1 | 1 | 1 | 1 |
| 7 | The Whale Wins | 5 | 5% | 2 | 1 | 1 | 1 | 1 | 1 |
| 8 | Terra Plata | 5 | 5% | 1 | 2 | — | 1 | 2 | — |
| 9 | Pike Place Chowder | 5 | 5% | 0 | 2 | 1 | 1 | — | 1 |
| 10 | Nue | 4 | 4% | 2 | — | 1 | 1 | 1 | 1 |
| 11 | Saigon Deli | 4 | 4% | 1 | — | — | 1 | 1 | 2 |
| 12 | Tacos Chukis | 4 | 4% | 1 | — | 1 | 1 | 1 | 1 |
Each assistant answers differently
| Model | Answers | Name ≥1 provider | Providers / answer | With citations | Citations / answer | Points to directories |
|---|---|---|---|---|---|---|
| ChatGPT openai/gpt-5-mini | 20 / 20 | 55% | 3.4 | 100% | 8.8 | 40% |
| Perplexity sonar | 20 / 20 | 45% | 3.95 | 100% | 19.45 | 15% |
| Gemini google/gemini-3.5-flash | 18 / 20 | 89% | 4.67 | 100% | 5.72 | 22% |
| Claude anthropic/claude-haiku-4-5 | 20 / 20 | 45% | 3.2 | 70% | 3.8 | 30% |
| Grok xai/grok-4.20-non-reasoning | 20 / 20 | 50% | 2.4 | 100% | 9.45 | 45% |
What buyers ask AI about restaurants
Generated without any brand name so the assistants had to name providers on their own. "Providers" is the number of distinct names across all models for that question.
Purchase
| Question | Providers | Named by most models |
|---|---|---|
| I have about 45 minutes and $20 per person—what kind of restaurants in Seattle would work best for that? | 22 | Dick's Drive-In (4) · Tacos Chukis (4) · Grillbird (3) |
| What are the best seafood restaurants near downtown Seattle right now? | 19 | Pike Place Chowder (4) · Matt's in the Market (3) · AQUA by El Gaucho (2) |
| My partner is vegetarian and I eat everything—which restaurants in Seattle have good options for both of us? | 24 | Cafe Flora (3) · The Pink Door (3) · JhanJay (2) |
| Where should I take clients for a business dinner in Seattle that will impress them? | 16 | Canlis (5) · Aqua by El Gaucho (4) · Aerlume (2) |
| Can you recommend some good casual brunch spots in Seattle for a Sunday morning? | 24 | Bounty Kitchen (3) · El Moose (2) · Fat's Chicken & Waffles (2) |
| I want to try something new but I'm picky—what would you suggest for adventurous eating in Seattle? | 16 | Nue (4) · Archipelago (2) · The Pink Door (2) |
| Are there any really good ethnic restaurants I should know about in Seattle, and which cuisines are worth seeking out? | 52 | Jebena Café (3) · Billiard Hoang (2) · Blue Nile Ethiopian (2) |
| What are the top-rated restaurants for authentic Italian food in Seattle right now? | 18 | Bar del Corso (3) · Spinasse (3) · Altura (2) |
| I'm trying to eat healthier—which types of restaurants would give me genuinely good options, and who in Seattle does this well? | 27 | The Whale Wins (5) · Bounty Kitchen (4) · Cafe Flora (3) |
Comparison
| Question | Providers | Named by most models |
|---|---|---|
| What's the difference between a casual, upscale casual, and fine dining experience, and how do I know which I actually want? | 6 | Alinea (1) · Girl & the Goat (1) · Kuma's Corner (1) |
| What's the best way to compare restaurants if I'm torn between a few different options? | 5 | Beli (2) · Restaurant Guru (1) · Savor (1) |
Research
| Question | Providers | Named by most models |
|---|---|---|
| What should I look for when choosing a restaurant to make sure the food quality is actually good? | 2 | Gjelina (1) · Gramercy Tavern (1) |
| How important is reservation availability when choosing where to eat, and how far in advance should I book? | 9 | Alinea (1) · Carthay Circle Restaurant (1) · Central (1) |
| Should I check social media before going to a restaurant, and what should I be looking for there? | 0 | none named |
Evaluation
| Question | Providers | Named by most models |
|---|---|---|
| Is it worth paying extra for farm-to-table dining, or is that just marketing hype? | 3 | Blue Hill at Stone Barns (1) · Farmstead at Long Meadow Ranch (1) · The Herbfarm (1) |
Trust
| Question | Providers | Named by most models |
|---|---|---|
| How can I tell if a restaurant's health and safety record is trustworthy before I go? | 6 | Blueroll (1) · Food Standards Agency (1) · HDScores (1) |
| How do reviews on different platforms actually compare when it comes to accuracy? | 0 | none named |
| What red flags should I watch for on a restaurant menu or website that suggest it might not be worth visiting? | 2 | Le Bernardin (1) · State Bird Provisions (1) |
| How do I know if a restaurant actually has good service, or if a review just got lucky? | 1 | Gramercy Tavern (1) |
| My family has a food allergy—how do I know a restaurant will take that seriously and handle it safely? | 5 | Bonefish Grill (1) · Burtons Grill & Bar (1) · Chipotle Mexican Grill (1) |
Sources AI cites for restaurants questions
933 citations from 408 domains. Only sources marked inside the answer text are counted; the retrieval pool is not.
- Other sites76%
- Communities (Reddit, Quora…)8%
- Directories & review sites5%
- Research, government & universities4%
- Named providers' own sites4%
- News & media3%
- Encyclopedias0%
| Domain | Type | Citations | Questions | ChatGPT | Perplexity | Gemini | Claude | Grok |
|---|---|---|---|---|---|---|---|---|
| reddit.com | Communities (Reddit, Quora…) | 75 | 17 | 2 | 50 | 7 | 7 | 9 |
| theinfatuation.com | Other sites | 39 | 8 | 11 | 17 | 1 | 4 | 6 |
| tripadvisor.com | Directories & review sites | 26 | 11 | 4 | 17 | 1 | 1 | 3 |
| tastingtable.com | Other sites | 20 | 9 | 3 | 7 | 2 | 1 | 7 |
| restaurantsforkings.com | Other sites | 19 | 4 | 3 | 5 | 5 | 3 | 3 |
| seattlemet.com | Other sites | 18 | 5 | 3 | 5 | 2 | 4 | 4 |
| emeraldpalate.com | Other sites | 17 | 8 | 2 | 8 | 2 | 2 | 3 |
| seattle.eater.com | News & media | 16 | 6 | 2 | 9 | 2 | 1 | 2 |
| opentable.com | Directories & review sites | 13 | 6 | 1 | 9 | — | 2 | 1 |
| thetakeout.com | Other sites | 11 | 4 | 3 | 4 | 1 | — | 3 |
| buzzfeed.com | Other sites | 10 | 3 | 2 | 3 | 3 | — | 2 |
| choosemy.food | Other sites | 10 | 2 | 2 | 3 | 1 | — | 4 |
GEO takeaways for restaurants
- 56% of 98 answers named at least one specific provider; 230 distinct names came up across 20 questions.
- No single provider dominates: the most-named one, The Pink Door, appears in only 8% of answers (named by 5 of 5 models). The category is still open — consistent evidence on the sources below can move a brand into these answers.
- 31% of answers sent the buyer to a directory or review site instead of, or alongside, naming providers. For restaurants, being listed and well-reviewed there is a precondition for being named at all.
- Of 933 citations, 8% pointed to communities (reddit, quora…), 5% pointed to directories & review sites, 4% pointed to research, government & universities. Those source types are what the models actually read before answering, so that is where the evidence has to live.
- Gemini names the most providers per answer (4.67), Grok the fewest (2.4). Share of voice is engine-specific; one number across models hides this.
- Local questions only produced named providers when a place was given, so the recommendation questions here use Seattle, Washington as the sample city. Results for another city will differ.
Questions teams ask before they start
Which restaurants does ChatGPT recommend?
In 20 answers collected on 2026-09-07, ChatGPT named The Pink Door (3), Terra Plata (2), Pike Place Chowder (2), Matt's in the Market (2), Bounty Kitchen (1) most often for Seattle, Washington. Names change between runs; this is a dated snapshot, not a ranking.
Which restaurants does Perplexity recommend?
In 20 answers collected on 2026-09-07, Perplexity named The Pink Door (2), Bounty Kitchen (2), Spinasse (2), Marination Ma Kai (2), Cafe Flora (1) most often for Seattle, Washington. Names change between runs; this is a dated snapshot, not a ranking.
Which restaurants does Gemini recommend?
In 18 answers collected on 2026-09-07, Gemini named Cafe Flora (2), AQUA by El Gaucho (2), The Pink Door (1), Bounty Kitchen (1), Canlis (1) most often for Seattle, Washington. Names change between runs; this is a dated snapshot, not a ranking.
Which sources do AI assistants cite when answering restaurants questions?
Across 933 citations from 408 domains: Other sites 76%, Communities (Reddit, Quora…) 8%, Directories & review sites 5%. The most-cited domains were reddit.com, theinfatuation.com, tripadvisor.com, tastingtable.com, restaurantsforkings.com. Only sources marked inside the answer text are counted, never the retrieval pool.
How were these numbers produced?
20 brand-free buyer questions were generated for the Restaurants category in the United States market, then each was asked to ChatGPT, Perplexity, Gemini, Claude, Grok on 2026-09-07 (98 of 100 answers completed). A separate parser extracted every provider each answer named; directories and review sites are recorded separately and never counted as providers. Failed answers are excluded from every percentage rather than treated as zero.
How can a restaurant business get recommended by AI?
Start from the questions above: for each one your business should be an answer to, check whether the sources the models cite (directories, review sites, communities, media) describe you with the facts the question needs. Then measure the same questions for your own brand — InsightWonder runs this exact loop per site, with citations traced to URLs, and turns missed questions into content and placements.
How this page was built
- Market: United States; sample city for local questions: Seattle, Washington.
- Collected 2026-09-07. Models: ChatGPT (openai/gpt-5-mini), Perplexity (sonar), Gemini (google/gemini-3.5-flash), Claude (anthropic/claude-haiku-4-5), Grok (xai/grok-4.20-non-reasoning).
- 98 of 100 question × model answers completed; 2 failed and are excluded from every percentage, not counted as zero.
- Providers are extracted by a separate parser from the full answer text; directories, marketplaces and review sites are recorded as "points to directories" and never counted as providers. AI answers change between runs, so this is a dated snapshot.
- Same method as the product's visibility engine, run for the whole category instead of one brand. Log in to run it for yours: https://app.insightwonder.com
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