Eleven of fourteen models named Navan first on the direct prompt; six named TravelPerk. Both were named by all fourteen models and Navan carries 67 labels and TravelPerk 60, so the shares are not directly comparable.
Named in four 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 October 2026 Edition, Navan and TravelPerk were named in the same answer 143 times, of the 320 answers naming Navan and the 162 naming TravelPerk. In those answers TravelPerk took the first choice sixteen times and Navan fifty-three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“these are the travel management platforms that consistently draw the most cautionary feedback: ### Navan, formerly TripActions” Muse Glimmer 30B · negative prompt · hard negative
“generally well reviewed, but some users complain about higher-than-direct booking prices, booking/approval friction, and support issues” GPT-5.4 mini · negative prompt · soft negative
“Some users have reported booking confusion, excessive steps, miscommunication, and untrustworthy reservation confirmations.” MiniMax M2.5 · negative prompt · soft negative
“Some of the top options include Navan, Perk, and Routespring, which offer all-in-one platforms with AI-powered booking, expense automation, and 24/7 support.” Llama 4 Maverick · direct prompt · first choice
“Start with 3 vendors: One modern (Navan or TravelPerk)... modern all-in-one platforms (Navan, TravelPerk, Spotnana) typically beat legacy TMCs on UX” Kimi K2 · scale prompt · first choice
“Best for mid-market companies 50-300+ employees that want a modern, all-in-one travel and expense platform with a consumer-grade interface.” Muse Glimmer 30B · 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.
“Booking-software-first platforms, including options such as TravelPerk/Perk or Spotnana, deserve extra scrutiny if you need a live agent during disruptions.” GPT-6 Luna · negative prompt · soft negative
“solid overall, but some comparative review data shows complaints around limited options, booking confusion, and hotel issues” GPT-5.4 mini · negative prompt · soft negative
“TravelPerk has some customer complaints about higher prices and poor support in user reviews” Perplexity Sonar · negative prompt · soft negative
“modern platforms like Navan and TravelPerk are winning on user experience, AI booking assistance, and transparent pricing” DeepSeek V4 Flash · comparative prompt · first choice
“If you want the fastest implementation and the lowest administrative burden, start with TravelPerk or Navan.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Perk's Starter plan, which is free with no platform fee and a 5% fee (capped at $30 per booking) for bookings.” Llama 4 Maverick · 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.