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Business banking · October 2026 Edition

Rho vs Brex

Two of fourteen models named Rho first on the direct prompt; zero named Brex. Rho was named by ten of the fourteen models and Brex by twelve and Rho carries 13 labels and Brex 22, so the shares are not directly comparable.

Rho

accepted challenger

Named in five categories this edition.

Brex

accepted challenger

Named in eleven categories this edition.

First-choice share12%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 14; printed, not drawn.
Labels1322A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Rho reading right to left. Rank and label count are printed, not drawn.Bank of America was named alongside these two in eight of the fourteen direct answers. Mercury vs Rho · Mercury vs Brex · Rho vs Bluevine

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 business banking page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RhoFirst choices, of fourteen modelsBrex
Direct202 against Brex
Paraphrase42
Comparative00
Budget-constrained00
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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Rho and Brex 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
Rho Brex first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rho on the left and Brex on the right.

The direct prompt

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

Rho first, Brex an alternative

2 of 14 modelsBrex was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashRho alternatives: Bank of America, Brex, Chase Business Banking, Mercury, Ramp
Perplexity SonarRho alternatives: Airwallex, Brex, Capital One Enhanced Checking

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Kimi K2Chase Performance Business Checking alternatives: Brex, Mercury, Relay
GLM 4.7 FlashXMercury alternatives: Airwallex, Bank of America, Brex, Chase Business Banking
MiniMax M2.5PNC Bank alternatives: Capital One, First Internet Bank, Rho, Wise Business

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Chase Business Banking alternatives: Bluevine Premier Business Checking, KeyBank, Relay
GPT-5.4 miniJ.P. Morgan Commercial Banking alternatives: Bank of America, Wells Fargo Commercial Banking
Grok 4.1 FastChase Business Banking alternatives: Bank of America, Capital One
Mistral SmallCapital One alternatives: PNC Bank Treasury Enterprise Plan, Truist Bank, Wells Fargo
DeepSeek V4 FlashBank of America, Chase Business Banking alternatives: Capital One
Llama 4 Maverickno first choice
Qwen 3.7 FlashRamp alternatives: Aspire, Bank of America, Chase Business Banking, Mercury, Oxygen Banking
GPT-6 LunaJ.P. Morgan Commercial Banking alternatives: Bank of America, Citibank, U.S. Bank
Muse Glimmer 30BBank of America, Chase Business Banking

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.
Brex4%#6 of 12
Rho2%#8 of 12
The full small business standing →
Mid-marketThe figures above
The order flips: Rho leads at mid-market.
Rho12%#2 of 14
Brex4%#7 of 14
The full mid-market standing →
Enterprise
Rho leads by two points.
Rho19%#1 of 11
Brex17%#2 of 11
The full enterprise standing →

What the models said about Rho

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

“Choose Rho if your primary goal is to automate complex AP processes and vendor billing without paying software fees.” Gemini 3.5 Flash · paraphrase prompt · first choice
“I'd shortlist Rho first ... Rho is my starting recommendation for a mid-sized B2B company” GPT-6 Luna · paraphrase prompt · first choice
“Rho is the strongest overall pick for many growing companies” Perplexity Sonar · direct prompt · first choice

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.

“I would generally recommend Brex if you want an all-in-one platform for banking, cards, treasury, and spend management” Perplexity Sonar · 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.