Zero of fourteen models named Booking.com for Business first on the direct prompt; zero named Amex GBT Egencia. Booking.com for Business was named by thirteen of the fourteen models and Amex GBT Egencia by fourteen and Booking.com for Business carries 33 labels and Amex GBT Egencia 31, so the shares are not directly comparable.
Named in one category 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, Booking.com for Business and Amex GBT Egencia were named in the same answer twenty-four times, of the 81 answers naming Booking.com for Business and the 90 naming Amex GBT Egencia. In those answers Amex GBT Egencia took the first choice zero times and Booking.com for Business six.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“When to avoid: For very small businesses or startups with infrequent, simple travel, these can be overkill and costly.” GLM 4.7 FlashX · budget prompt · hard negative
“Geared toward large multinational enterprises with complex compliance needs” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Avoid: Egencia and SAP Concur unless you're a larger enterprise” Kimi K2 · direct prompt · hard negative
“Consider starting with a pilot of 2–3 modern platforms (Navan, TravelPerk, Egencia)” Kimi K2 · scale prompt · first choice
“Provides broad global inventory, Smart Mix booking, 24/7 traveler support, and configurable policies for medium-sized businesses.” Claude Haiku 4.5 · comparative prompt · alternative
“Amex GBT is cited as the enterprise-TMC leader with deep global service footprint and full-service account management.” Muse Glimmer 30B · comparative prompt · alternative
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.