Seven of twelve models named Ramp first on the direct prompt; zero named SAP Concur. Both were named by all twelve models and Ramp carries 52 labels and SAP Concur 40, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in seven 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 expense management page.
Across every category in the September 2026 Edition, Ramp and SAP Concur were named in the same answer 222 times, of the 944 answers naming Ramp and the 385 naming SAP Concur. In those answers SAP Concur took the first choice thirty-one times and Ramp fifty-eight.
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“The most frequently criticized option among users, with consistent themes across G2 and Trustpilot” DeepSeek V4 Flash · negative prompt · hard negative
“Spendesk, Expensify, SAP Concur, or Rippling Spend are often cited as top recommendations” Mistral Small · paraphrase prompt · first choice
“SAP Concur and Navan lead for large enterprises” GLM 4.7 FlashX · comparative 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.