| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Corporate travel management | Spend and procurement | 9% | 3 of 60 | 41% | 17 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 1 | 0 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 1 | 0 | 2 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“the best starting point is usually Booking.com for Business if you want a free, self-service booking platform” Perplexity Sonar · Corporate travel managem · budget prompt · first choice
“Start with Booking.com for Business (truly free) if you have very few bookings, or Engine” DeepSeek V4 Flash · Corporate travel managem · budget prompt · first choice
“Booking.com for Business stands out as the best overall corporate travel booking platform.” Grok 4.1 Fast · Corporate travel managem · budget prompt · first choice
“the best choice is usually Booking.com for Business or Navan’s free/self-serve tier” GPT-5.4 mini · Corporate travel managem · budget prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“ConsumerAffairs shows a ~1.1 rating across thousands of reviews, citing inconsistent pricing, poor support communication” DeepSeek V4 Flash · Corporate travel managem · negative prompt · hard negative
“Online Travel Agencies (OTAs) like Expedia, Booking.com, Travelocity, and similar sites - Why avoid?” Mistral Small · Corporate travel managem · negative prompt · hard negative
“Consumer-Facing OTAs for Business (e.g., Expedia Business, Booking.com) ... Lack of Duty of Care” Qwen 3.7 Flash · Corporate travel managem · negative prompt · hard negative
“Warning: The platform has faced mounting criticism especially in 2024-2025” MiniMax M2.5 · Corporate travel managem · negative prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 52 of the 57 answers that named Booking.com for Business and are not a share of its labels.
234 of the 260 domain citations in answers naming Booking.com for Business came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Booking.com for Business's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Booking.com for Business, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at booking.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.