Two of fourteen models named Expensify first on the direct prompt; zero named Navan. Both were named by all fourteen models and Expensify carries 65 labels and Navan 42, so the shares are not directly comparable.
Named in seven categories this edition.
Named in six categories 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 expense management page.
Across every category in the November 2026 Edition, Expensify and Navan were named in the same answer eighty-four times, of the 281 answers naming Expensify and the 366 naming Navan. In those answers Navan took the first choice four times and Expensify 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 4.20 | ||||||
| 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. Three of three in this category shown.
“Expensify, if your team relies on a very simple mobile workflow. Recent user reviews report that interface changes made submitting expenses more confusing” GPT-6 Luna · negative prompt · soft negative
“rated 4.5/5 on Capterra; it has its quirks but far fewer "horror stories" than Divvy or Rydoo” DeepSeek V4 Flash · negative prompt · first choice
“Choose Expensify if you want flexibility with existing cards and strong receipt scanning” Kimi K2 · comparative prompt · first choice
No label in this category carried a quote.
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.