Ramp vs Airbase
Ten of fourteen models named Ramp first on the direct prompt; three named Airbase. Ramp was named by fourteen of the fourteen models and Airbase by twelve and Ramp carries 70 labels and Airbase 35, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in eleven 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 spend management platforms page.
By framing
RampFirst choices, of fourteen modelsAirbase
Across every category in the November 2026 Edition, Ramp and Airbase were named in the same answer 156 times, of the 1022 answers naming Ramp and the 187 naming Airbase. In those answers Airbase took the first choice five times and Ramp forty-three.
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 | | | | |
Ramp Airbase first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ramp on the left and Airbase on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Ramp first, Airbase an alternative
9 of 14 modelsAirbase was named in the answer but not as the choice, or not at all.Airbase first, Ramp an alternative
2 of 14 modelsRamp was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.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
What the models said about Ramp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Modern All-in-One Spend Platforms | Ramp, Brex, Spendesk | Fast-growing mid-market companies wanting corporate cards, AP, expenses, and automated savings in one clean UI.” Gemini 3.5 Flash · scale prompt · first choice
What the models said about Airbase
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Airbase is now part of Paylocity, so evaluate product direction, support arrangements, contract terms, and migration implications before committing.” Perplexity Sonar · negative prompt · soft negative
“The Best for End-to-End Finance Control: Airbase ... widely considered the most comprehensive "super app" for mid-market finance teams” Qwen 3.7 Flash · paraphrase prompt · first choice
“The best spend management platform for a mid-market B2B company is Airbase” Llama 4 Maverick · direct 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.