Six of fourteen models named TravelPerk first on the direct prompt; zero named Amex GBT Egencia. Both were named by all fourteen models and TravelPerk carries 71 labels and Amex GBT Egencia 31, 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 Amex GBT Egencia were named in the same answer seventy times, of the 174 answers naming TravelPerk and the 90 naming Amex GBT Egencia. In those answers Amex GBT Egencia took the first choice one time and TravelPerk thirteen.
| 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.
“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.