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Expense management · November 2026 Edition

Zoho Expense vs Rippling Spend

Two of fourteen models named Zoho Expense first on the direct prompt; one named Rippling Spend. Zoho Expense was named by fourteen of the fourteen models and Rippling Spend by ten and Zoho Expense carries 51 labels and Rippling Spend 15, so the shares are not directly comparable.

Zoho Expense

accepted challenger

Named in five categories this edition.

Rippling Spend

accepted challenger

Named in five categories this edition.

First-choice share29%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 12; printed, not drawn.
Labels5115A 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 twelve 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
Direct21
Paraphrase22
Comparative20
Budget-constrained110
Scale-constrained00
Negative00
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 November 2026 Edition, Zoho Expense and Rippling Spend were named in the same answer twenty-three times, of the 211 answers naming Zoho Expense and the 131 naming Rippling Spend. In those answers Rippling Spend took the first choice two times and Zoho Expense nine.

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 4.20
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
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.

Zoho Expense first, Rippling Spend not the choice

2 of 14 modelsRippling Spend was named in the answer but not as the choice, or not at all.
GLM 4.7 FlashXZoho Expense alternatives: BILL Spend & Expense, Brex, Expensify, Ramp
Muse Glimmer 30BZoho Expense alternatives: Brex, Expensify, Navan, Ramp, SAP Concur

Rippling Spend first, Zoho Expense not the choice

1 of 14 modelsZoho Expense 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

7 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
Perplexity SonarRamp alternatives: BILL Spend & Expense, Expensify, ITILITE, Navan, Rydoo, Spendesk, Zoho Expense
Grok 4.20Ramp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
Mistral SmallBrex, Expensify, Ramp alternatives: BILL Spend & Expense, Navan, Rippling Spend
DeepSeek V4 FlashRamp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
Kimi K2Ramp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
MiniMax M2.5Expensify, Ramp alternatives: Navan, SAP Concur, Zoho Expense

Neither was named

4 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
Llama 4 Maverickno first choice
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 forty-six points.
Zoho Expense48%#1 of 10
Rippling Spend2%#– of 10
The full small business standing →
Mid-marketThe figures above
Zoho Expense leads by twenty-four points.
Zoho Expense29%#2 of 12
Rippling Spend6%#5 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Zoho Expense0%#12 of 12
Rippling Spend0%#9 of 12
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. Two of two in this category shown.

“Zoho Expense stands out as the best expense management software for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“For the tightest budgets: Start with Zoho Expense (free plan) or Wave (completely free).” Kimi K2 · 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. 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
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.