Quality comparison
The same query submitted to ChatGPT, Claude, Perplexity, and Seemor on July 14, 2026. No cherry-picking. Real results.
"Family dinner near Marble Arch, two kids under 10 who are picky eaters. Nothing too formal."
At a glance
| Seemor | ChatGPT | Claude | Perplexity | |
|---|---|---|---|---|
| Candidates evaluated | 668 | Unknown | Unknown | Unknown |
| Matches returned | 50 | 5-7 | 5 | 3-6 |
| Latency | <5s | ~30s | ~15s | ~5-10s |
| Ranked by fit | Yes | Partial | No | Partial |
| Personalized fit score | 85-95% | No | No | No |
| Quality grade | A+ to F | No | No | No |
| Kid-friendliness | Review-verified | Assumed | Assumed | Has kids menu |
| Chains recommended | 0 | 3 | 1 | 2 |
| Map view | 50 graded pins | 3 pins | No | 3 pins |
| Sources | Proprietary analysis | Aggregators | None | Aggregators |
Default settings on each platform. No follow-up prompts. First-query results only.
Seemor
<5s · 668 candidates · 50 matchesProprietary analysis across 14 API dimensions per restaurant (of 37 scored)
Ranked results
Map view
"Pick for me"
The consumer app runs on the same intelligence the API exposes. Every grade, fit score, dimensional tag, and evidence-backed description is available as structured data via MCP or REST.
ChatGPT
~30sSources: OpenTable, TripAdvisor, TheFork
Spaghetti House #1. Also recommends PizzaExpress, Wagamama, Prezzo. Kid-friendliness assumed from cuisine type. Three chains in top picks.
Claude
~15sNo sources cited
Recommends Pizza Hut. Includes a place that closes at 5-6pm for a dinner query. No sources. No ranking. No evidence.
Perplexity
~5-10sSources: OpenTable, TripAdvisor, TheFork
Fastest generic platform. Recommends SOUND, Bill's, Giraffe. One suggestion (Buns & Buns, Covent Garden) is not near Marble Arch. Kid-friendliness = "has a kids menu."