Nine of twelve models named Navan first on the direct prompt; zero named Ramp. Navan was named by twelve of the twelve models and Ramp by eleven and Navan carries 56 labels and Ramp 30, so the shares are not directly comparable.
Named in four categories this edition.
Named in seventeen categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 September 2026 Edition, Navan and Ramp were named in the same answer 166 times, of the 286 answers naming Navan and the 944 naming Ramp. In those answers Ramp took the first choice forty-five times and Navan twenty-seven.
| 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 |
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 seven in this category shown.
“This generated consistent complaints across executive assistant communities... Customer support described as "abysmal"... ~67% of recent reviews negative” DeepSeek V4 Flash · negative prompt · hard negative
“What to Avoid on a Tight Budget - Navan: ... Powerful, but overkill for a limited budget.” DeepSeek V4 Flash · budget prompt · hard negative
“It is recommended to avoid Navan” Llama 4 Maverick · negative prompt · hard negative
“Navan - a strong fit for mid-market and enterprise teams that want booking, expense management, and corporate cards in one AI-powered platform.” Llama 4 Maverick · paraphrase prompt · first choice
“Navan is the strongest candidate for mid-market B2B companies that need integrated travel, expense, and cards with AI-assisted booking.” GLM 4.7 FlashX · direct prompt · first choice
“For most mid-sized B2B companies, Navan is the top recommendation due to its balance of ease of use, integration, and scalability.” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Lightweight "Card-First" Travel Portals (e.g., Ramp, Brex...) ... they often lack the deep infrastructure of dedicated travel agencies” Gemini 3.5 Flash · negative prompt · soft negative
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.