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Finance AI Index
Index › Spend and procurement › Expense management › Zoho Expense vs Rippling Spend
Expense management · October 2026 Edition

Zoho Expense vs Rippling Spend

Zero of fourteen models named Zoho Expense first on the direct prompt; two named Rippling Spend. Zoho Expense was named by fourteen of the fourteen models and Rippling Spend by thirteen and Zoho Expense carries 38 labels and Rippling Spend 24, so the shares are not directly comparable.

Zoho Expense

accepted challenger

Named in five categories this edition.

Rippling Spend

accepted challenger

Named in three categories this edition.

First-choice share21%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 11; printed, not drawn.
Labels3824A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Zoho Expense 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 Zoho Expense · Ramp vs Rippling Spend · Zoho Expense vs Expensify

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.
Zoho ExpenseFirst choices, of fourteen modelsRippling Spend
Direct02
Paraphrase00
Comparative00
Budget-constrained110
Scale-constrained00
Negative102 against Zoho Expense · 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.

Across every category in the October 2026 Edition, Zoho Expense and Rippling Spend were named in the same answer twenty-three times, of the 195 answers naming Zoho Expense and the 100 naming Rippling Spend. In those answers Rippling Spend took the first choice zero times and Zoho Expense three.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Zoho Expense and Rippling Spend stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Zoho Expense Rippling Spend first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zoho Expense on the left and Rippling Spend on the right.

The direct prompt

The plain question, one answer per model, grouped by where Zoho Expense and Rippling Spend stood in it.

Rippling Spend first, Zoho Expense not the choice

2 of 14 modelsZoho Expense 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.
Gemini 3.5 FlashRamp alternatives: Airbase, Brex, Navan, Rippling Spend
Grok 4.1 FastNavan alternatives: Expensify, Rippling Spend
GLM 4.7 FlashXAirbase, Ramp alternatives: Expensify, Rippling Spend, SAP Concur, Zoho Expense
Muse Glimmer 30BNavan, SAP Concur alternatives: Airbase, Paylocity, Rippling Spend, Rydoo

Neither was named

8 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Ramp, Spendesk alternatives: Airbase, BILL Spend & Expense, Brex, Navan
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
GPT-6 LunaRamp alternatives: Brex, Navan, 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
Zoho Expense leads by thirty-seven points.
Zoho Expense37%#1 of 8
Rippling Spend0%#7 of 8
The full small business standing →
Mid-marketThe figures above
Zoho Expense leads by seventeen points.
Zoho Expense21%#2 of 11
Rippling Spend4%#7 of 11
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Zoho Expense0%#10 of 10
Rippling Spend0%#9 of 10
The full enterprise standing →

What the models said about Zoho Expense

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.

“Zoho Expense - has poor and slow customer support, glitches, bugs, and performance issues.” Llama 4 Maverick · negative prompt · hard negative
“Review pages for tools like Zoho Expense mention pricing complaints from users, especially around subscriptions and minimum billing.” GPT-5.4 mini · negative prompt · soft negative
“If you have 3 or fewer users: Go with Zoho Expense's free plan — it's the most generous truly free option with real features.” DeepSeek V4 Flash · budget prompt · first choice
“Zoho Expense free tier or Wave free accounting for pure tracking... Zoho Expense at ~$3/user/mo once you outgrow the free tier.” Muse Glimmer 30B · budget prompt · first choice

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

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.