ItinBench (Entire Data, Route Optimization): leaderboard

Metric: Validated rate (%): share of plans with no out-of-pool or missing entries whose preference-satisfaction (micro) rate reaches 75%, on 100 queries over the entire business dataset, with a request to optimize daily routes; ItinBench's Yelp-based multi-day trip-itinerary requests with stated preferences (hotels, restaurants, attractions), one run at temperature 1; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 5 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 1.5 Pro7#442
2GPT-4o (2024-11-20)4#369
3O14#177

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=itinbench-entire-data-route-optimization · How It Works · Data refreshed daily, snapshot 2026-10-11.