Brex vs Rippling Spend
One of fourteen models named Brex first on the direct prompt; two named Rippling Spend. Brex was named by fourteen of the fourteen models and Rippling Spend by thirteen and Brex carries 34 labels and Rippling Spend 24, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in three 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.
By framing
BrexFirst choices, of fourteen modelsRippling Spend
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 4.1 Fast | | | ||||
| 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 | | |
Brex Rippling Spend first choice named as an alternative argued againstblank: not namedEach cell is one answer, Brex on the left and Rippling Spend on the right.The direct prompt
Brex first, Rippling Spend not the choice
1 of 14 modelsRippling Spend was named in the answer but not as the choice, or not at all.Rippling Spend first, Brex an alternative
2 of 14 modelsBrex was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
Brex4%#5 of 11Rippling Spend4%#7 of 11Brex0%#8 of 10Rippling Spend0%#9 of 10What the models said about Brex
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Brex (Avoid if you are a bootstrapped or traditional small business)” Gemini 3.5 Flash · negative prompt · hard negative
What the models said about Rippling Spend
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Reviews of broad platforms like Rippling note the initial setup can feel like a larger undertaking than a standalone expense tool.” GPT-5.4 mini · negative prompt · soft negative
“Rippling Spend if you want the best balance of usability, automation, and internal-system integration.” GPT-5.4 mini · direct prompt · first choice
“Rippling Spend (if you want a unified HR/expense platform)” MiniMax M2.5 · 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.