Eleven of fourteen models named Navan first on the direct prompt; zero named Booking.com for Business. Navan was named by fourteen of the fourteen models and Booking.com for Business by thirteen and Navan carries 68 labels and Booking.com for Business 33, so the shares are not directly comparable.
Named in six categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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.
Across every category in the November 2026 Edition, Navan and Booking.com for Business were named in the same answer sixty-seven times, of the 366 answers naming Navan and the 81 naming Booking.com for Business. In those answers Booking.com for Business took the first choice eighteen times and Navan fifteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Five of six in this category shown.
“This is currently a "high caution" zone. The company is undergoing massive restructuring, layoffs, and software migrations.” Qwen 3.7 Flash · negative prompt · hard negative
“Navan for complex or disruption-heavy travel: Its chat-first support model may be less suitable if travelers need immediate phone assistance, and reviews mention problems with complex disruptions” Perplexity Sonar · negative prompt · soft negative
“A technology-driven platform that integrates travel booking, expense management, and invoices into a single interface. It is highly rated for its user experience and automation capabilities.” Qwen 3.7 Flash · comparative prompt · first choice
“Combines booking, expense management, and corporate cards in one platform, with AI features that reduce manual work across the full trip cycle.” Claude Haiku 4.5 · comparative prompt · first choice
“likely to be either Navan or Perk, as they both offer a range of features and pricing plans that cater to the needs of mid-market companies” Llama 4 Maverick · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“it holds a notoriously low rating on Trustpilot (often 1.4/5). You should be cautious here if you expect flexibility” Qwen 3.7 Flash · negative prompt · hard negative
“Booking.com, in particular, has faced scrutiny over a surge in scams and fake listings” Mistral Small · negative prompt · hard negative
“Strongly cautioned against or frequently recommended to avoid: Expedia and Booking.com” Grok 4.20 · negative prompt · hard negative
“Booking.com for Business and GetGoing Travel are the top recommendations for companies with limited budgets” Mistral Small · budget prompt · first choice
“the best corporate travel booking platform for a company with a limited budget is Booking.com for Business” Qwen 3.7 Flash · budget prompt · first choice
“Booking.com for Business is the best default choice: it has no booking, subscription, or management fees” Perplexity Sonar · budget prompt · first choice
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.