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Expense management · November 2026 Edition

Brex vs Emburse

One of fourteen models named Brex first on the direct prompt; zero named Emburse. Brex was named by fourteen of the fourteen models and Emburse by twelve and Brex carries 37 labels and Emburse 13, so the shares are not directly comparable.

Brex

accepted challenger

Named in twelve categories this edition.

Emburse

accepted challenger

Named in three categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 12; printed, not drawn.
Labels3713A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Brex 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 Brex · Ramp vs Emburse · Zoho Expense vs Brex

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.
BrexFirst choices, of fourteen modelsEmburse
Direct101 against Emburse
Paraphrase01
Comparative30
Budget-constrained00
Scale-constrained10
Negative003 against Brex · 1 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 Brex and Emburse 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
Brex Emburse first choice named as an alternative argued againstblank: not namedEach cell is one answer, Brex on the left and Emburse on the right.

The direct prompt

The plain question, one answer per model, grouped by where Brex and Emburse stood in it.

Brex first, Emburse not the choice

1 of 14 modelsEmburse was named in the answer but not as the choice, or not at all.
Mistral SmallBrex, Expensify, Ramp alternatives: BILL Spend & Expense, Navan, Rippling Spend

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.
GPT-5.4 miniRamp alternatives: Brex, Navan, Rippling Spend, SAP Concur
Gemini 3.5 FlashRamp alternatives: Airbase, Brex, Navan
Grok 4.20Ramp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
DeepSeek V4 FlashRamp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
Kimi K2Ramp alternatives: BILL Spend & Expense, Brex, Expensify, Zoho Expense
GLM 4.7 FlashXZoho Expense alternatives: BILL Spend & Expense, Brex, Expensify, Ramp
GPT-6 LunaRamp alternatives: Brex, Navan, SAP Concur
Muse Glimmer 30BZoho Expense alternatives: Brex, Expensify, Navan, Ramp, SAP Concur

Neither was named

5 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
Perplexity SonarRamp alternatives: BILL Spend & Expense, Expensify, ITILITE, Navan, Rydoo, Spendesk, Zoho Expense
Llama 4 Maverickno first choice
Qwen 3.7 FlashRippling Spend alternatives: BILL Spend & Expense, Navan, Ramp
MiniMax M2.5Expensify, Ramp alternatives: Navan, SAP Concur, Zoho Expense

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
Brex leads by two points.
Brex2%#5 of 10
Emburse0%#9 of 10
The full small business standing →
Mid-marketThe figures above
Brex leads by two points.
Brex4%#7 of 12
Emburse2%#8 of 12
The full mid-market standing →
Enterprise
Brex leads by four points.
Brex4%#5 of 12
Emburse0%#7 of 12
The full enterprise standing →

What 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.

“Some AI models and budget-conscious users advise avoiding Brex's standard per-user plans due to their pricing structure” Mistral Small · negative prompt · hard negative

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

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.