Expense management · November 2026 Edition
Rippling Spend vs Emburse
One of fourteen models named Rippling Spend first on the direct prompt; zero named Emburse. Rippling Spend was named by ten of the fourteen models and Emburse by twelve and Rippling Spend carries 15 labels and Emburse 13, so the shares are not directly comparable.
Named in five categories this edition.
Named in three categories this edition.
First-choice share6%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 12; printed, not drawn.
Labels1513A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Rippling Spend reading right to left. Rank and label count are printed, not drawn.Ramp was named alongside these two in twelve of the fourteen direct answers. Ramp vs Rippling Spend · Ramp vs Emburse · Zoho Expense vs Rippling Spend
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Rippling SpendFirst choices, of fourteen modelsEmburse
Direct101 against Emburse
Paraphrase21
Comparative00
Budget-constrained00
Scale-constrained00
Negative001 against Emburse
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Rippling Spend and Emburse stood in it.
| 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 | |
Rippling Spend Emburse first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rippling Spend on the left and Emburse on the right.The direct prompt
The plain question, one answer per model, grouped by where Rippling Spend and Emburse stood in it.
Rippling Spend first, Emburse not the choice
1 of 14 modelsEmburse was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashRippling Spend alternatives: BILL Spend & Expense, Navan, Ramp
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniRamp alternatives: Brex, Navan, Rippling Spend, SAP Concur
Mistral SmallBrex, Expensify, Ramp alternatives: BILL Spend & Expense, Navan, Rippling Spend
Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice alternatives: Airbase, Paylocity, Rydoo, Spendesk
Gemini 3.5 FlashRamp alternatives: Airbase, Brex, Navan
Perplexity SonarRamp alternatives: BILL Spend & Expense, Expensify, ITILITE, Navan, Rydoo, Spendesk, Zoho Expense
Grok 4.20Ramp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
DeepSeek V4 FlashRamp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
Llama 4 Maverickno first choice
Kimi K2Ramp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
GLM 4.7 FlashXZoho Expense alternatives: BILL Spend & Expense, Brex, Expensify, Ramp
MiniMax M2.5Expensify, Ramp alternatives: Navan, SAP Concur, Zoho Expense
GPT-6 LunaRamp alternatives: Brex, Navan, SAP Concur
Muse Glimmer 30BZoho Expense alternatives: Brex, Expensify, Navan, Ramp, SAP Concur
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Rippling Spend leads by two points.
Rippling Spend2%#– of 10Emburse0%#9 of 10Mid-marketThe figures above
Rippling Spend leads by four points.
Rippling Spend6%#5 of 12Emburse2%#8 of 12Enterprise
Level: the same share of first choices.
Rippling Spend0%#9 of 12Emburse0%#7 of 12What the models said about Rippling Spend
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“The Best "All-in-One" Platform: Rippling ... Rippling has become the preferred choice for mid-market companies” Qwen 3.7 Flash · direct prompt · first choice
“Navan / Rippling Spend is the safest default from the mid-market trust data” Muse Glimmer 30B · paraphrase prompt · first choice
What the models said about Emburse
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“There are specific warnings to "avoid" this tool due to unresponsive customer service” Qwen 3.7 Flash · negative prompt · hard negative
“Implementations take longer, the user interface feels dated compared to Ramp/Brex, and total cost of ownership is higher.” Gemini 3.5 Flash · direct prompt · soft negative
“1. Emburse Certify (Best Overall for Mid-Market)” Claude Haiku 4.5 · paraphrase prompt · first choice
“all have stronger customer support reputations in recent reviews” DeepSeek V4 Flash · negative prompt · alternative
Also compared
Ramp vs Rippling SpendRamp vs EmburseZoho Expense vs Rippling SpendZoho Expense vs EmburseExpensify vs Rippling SpendExpensify vs EmburseBILL Spend & Expense vs Rippling SpendBILL Spend & Expense vs EmburseRippling Spend vs NavanRippling Spend vs BrexNavan vs EmburseBrex vs EmburseAll twenty-eight head-to-head pages and the full expense management standing
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.