Expense management · October 2026 Edition
Navan vs Rippling Spend
Two of fourteen models named Navan first on the direct prompt; two named Rippling Spend. Navan was named by fourteen of the fourteen models and Rippling Spend by thirteen and Navan carries 27 labels and Rippling Spend 24, so the shares are not directly comparable.
Named in four categories this edition.
Named in three categories this edition.
First-choice share4%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 11; printed, not drawn.
Labels2724A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Navan reading right to left. Rank and label count are printed, not drawn.Ramp was named alongside these two in ten of the fourteen direct answers. Ramp vs Navan · Ramp vs Rippling Spend · Zoho Expense vs Navan
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.
NavanFirst choices, of fourteen modelsRippling Spend
Direct22
Paraphrase00
Comparative00
Budget-constrained001 against Navan
Scale-constrained00
Negative001 against Navan · 2 against Rippling Spend
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 Navan and Rippling Spend 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 4.1 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 | | |
Navan Rippling Spend first choice named as an alternative argued againstblank: not namedEach cell is one answer, Navan on the left and Rippling Spend on the right.The direct prompt
The plain question, one answer per model, grouped by where Navan and Rippling Spend stood in it.
Navan first, Rippling Spend an alternative
2 of 14 modelsRippling Spend was named in the answer but not as the choice, or not at all.Grok 4.1 FastNavan alternatives: Expensify, Rippling Spend
Muse Glimmer 30BNavan, SAP Concur alternatives: Airbase, Paylocity, Rippling Spend, Rydoo
Rippling Spend first, Navan an alternative
2 of 14 modelsNavan was named in the answer but not as the choice, or not at all.GPT-5.4 miniRippling Spend alternatives: Brex, Navan, Payhawk, Ramp, SAP Concur
MiniMax M2.5Expensify, Rippling Spend, SAP Concur alternatives: Airwallex, BILL Spend & Expense, Navan, Paylocity, Ramp
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Ramp, Spendesk alternatives: Airbase, BILL Spend & Expense, Brex, Navan
Gemini 3.5 FlashRamp alternatives: Airbase, Brex, Navan, Rippling Spend
GLM 4.7 FlashXAirbase, Ramp alternatives: Expensify, Rippling Spend, SAP Concur, Zoho Expense
GPT-6 LunaRamp alternatives: Brex, Navan, SAP Concur
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarPayhawk alternatives: BILL Spend & Expense, Expensify, Procurify, SAP Concur
Mistral SmallAirbase alternatives: BILL Spend & Expense, Eco, Ramp
DeepSeek V4 FlashAirbase, Ramp alternatives: Brex, Payhawk
Llama 4 Maverickno first choice
Qwen 3.7 FlashBrex, Ramp alternatives: BILL Spend & Expense, Expensify, Rydoo
Kimi K2Expensify, Ramp alternatives: Brex, Emburse
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
Level: the same share of first choices.
Navan0%#– of 8Rippling Spend0%#7 of 8Mid-marketThe figures above
Level: the same share of first choices.
Navan4%#6 of 11Rippling Spend4%#7 of 11Enterprise
Level: the same share of first choices.
Navan0%#6 of 10Rippling Spend0%#9 of 10What the models said about Navan
No label in this category carried a quote.
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
Also compared
Ramp vs NavanRamp vs Rippling SpendZoho Expense vs NavanZoho Expense vs Rippling SpendExpensify vs NavanExpensify vs Rippling SpendBILL Spend & Expense vs NavanBILL Spend & Expense vs Rippling SpendBrex vs NavanBrex vs Rippling SpendNavan vs SAP ConcurRippling Spend vs SAP ConcurAll 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.