Six of fourteen models named TravelPerk first on the direct prompt; zero named Booking.com for Business. TravelPerk was named by fourteen of the fourteen models and Booking.com for Business by thirteen and TravelPerk carries 71 labels and Booking.com for Business 33, so the shares are not directly comparable.
Named in two 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, TravelPerk and Booking.com for Business were named in the same answer fifty-eight times, of the 174 answers naming TravelPerk and the 81 naming Booking.com for Business. In those answers Booking.com for Business took the first choice eighteen times and TravelPerk 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. Six of eight in this category shown.
“Known for percentage-based pricing (3-5% per booking), which can significantly increase costs” Mistral Small · negative prompt · hard negative
“both Navan and TravelPerk have faced criticism for heavy reliance on chatbots or slow multi-tiered support escalations” Gemini 3.5 Flash · negative prompt · soft negative
“Users describe it as "the worst travel booking service"; inconsistent support quality; booking failures” DeepSeek V4 Flash · negative prompt · soft negative
“TravelPerk (now rebranded as Perk in some contexts) stands out as the best overall corporate travel booking platform for a mid-market B2B company.” Grok 4.20 · direct prompt · first choice
“Growing mid-market companies increasingly favor tech-first platforms like Navan or Perk” DeepSeek V4 Flash · comparative prompt · first choice
“the sweet spot is typically a modern tech-first platform (Navan or Perk/TravelPerk)” DeepSeek V4 Flash · scale 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.