Navan vs Amex GBT Egencia
Eleven of fourteen models named Navan first on the direct prompt; zero named Amex GBT Egencia. Both were named by all fourteen models and Navan carries 68 labels and Amex GBT Egencia 31, so the shares are not directly comparable.
Named in six 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.
By framing
NavanFirst choices, of fourteen modelsAmex GBT Egencia
Across every category in the November 2026 Edition, Navan and Amex GBT Egencia were named in the same answer eighty times, of the 366 answers naming Navan and the 90 naming Amex GBT Egencia. In those answers Amex GBT Egencia took the first choice one time and Navan twenty-seven.
Every model, every framing
| 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 | | |
Navan Amex GBT Egencia first choice named as an alternative argued againstblank: not namedEach cell is one answer, Navan on the left and Amex GBT Egencia on the right.The direct prompt
Navan first, Amex GBT Egencia not the choice
11 of 14 modelsAmex GBT Egencia was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.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.
By buyer segment
Navan28%#3 of 10Amex GBT Egencia0%#9 of 10Navan48%#1 of 12Amex GBT Egencia2%#4 of 12Navan28%#2 of 9Amex GBT Egencia2%#4 of 9What the models said about Navan
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“This is currently a "high caution" zone. The company is undergoing massive restructuring, layoffs, and software migrations.” Qwen 3.7 Flash · negative prompt · hard negative
“Navan for complex or disruption-heavy travel: Its chat-first support model may be less suitable if travelers need immediate phone assistance, and reviews mention problems with complex disruptions” Perplexity Sonar · negative prompt · soft negative
“A technology-driven platform that integrates travel booking, expense management, and invoices into a single interface. It is highly rated for its user experience and automation capabilities.” Qwen 3.7 Flash · comparative prompt · first choice
“Combines booking, expense management, and corporate cards in one platform, with AI features that reduce manual work across the full trip cycle.” Claude Haiku 4.5 · comparative prompt · first choice
“likely to be either Navan or Perk, as they both offer a range of features and pricing plans that cater to the needs of mid-market companies” Llama 4 Maverick · direct prompt · first choice
What the models said about Amex GBT Egencia
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.