Zero of twelve models named Booking.com for Business first on the direct prompt; zero named Ramp. Booking.com for Business was named by eleven of the twelve models and Ramp by eleven and Booking.com for Business carries 17 labels and Ramp 30, so the shares are not directly comparable.
Named in one category this edition.
Named in seventeen categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the corporate travel management page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“ConsumerAffairs shows a ~1.1 rating across thousands of reviews, citing inconsistent pricing, poor support communication” DeepSeek V4 Flash · negative prompt · hard negative
“Online Travel Agencies (OTAs) like Expedia, Booking.com, Travelocity, and similar sites - Why avoid?” Mistral Small · negative prompt · hard negative
“Consumer-Facing OTAs for Business (e.g., Expedia Business, Booking.com) ... Lack of Duty of Care” Qwen 3.7 Flash · negative prompt · hard negative
“the best starting point is usually Booking.com for Business if you want a free, self-service booking platform” Perplexity Sonar · budget prompt · first choice
“Start with Booking.com for Business (truly free) if you have very few bookings, or Engine” DeepSeek V4 Flash · budget prompt · first choice
“Booking.com for Business stands out as the best overall corporate travel booking platform.” Grok 4.1 Fast · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Lightweight "Card-First" Travel Portals (e.g., Ramp, Brex...) ... they often lack the deep infrastructure of dedicated travel agencies” Gemini 3.5 Flash · negative prompt · soft negative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.