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Procure-to-pay · November 2026 Edition

Ramp vs Coupa

One of fourteen models named Ramp first on the direct prompt; zero named Coupa. Ramp was named by eleven of the fourteen models and Coupa by fourteen and Ramp carries 18 labels and Coupa 55, so the shares are not directly comparable.

Ramp

accepted challenger

Named in sixteen categories this edition.

Coupa

criticized challenger

Named in nine categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%44%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 12; printed, not drawn.
Labels1855A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Ramp reading right to left. Rank and label count are printed, not drawn.Procurify was named alongside these two in thirteen of the fourteen direct answers. Procurify vs Ramp · Procurify vs Coupa · Precoro vs Ramp

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 procure-to-pay page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RampFirst choices, of fourteen modelsCoupa
Direct104 against Coupa
Paraphrase016 against Coupa
Comparative05
Budget-constrained106 against Coupa
Scale-constrained003 against Coupa
Negative011 against Ramp · 5 against Coupa
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, Ramp and Coupa were named in the same answer 159 times, of the 1022 answers naming Ramp and the 702 naming Coupa. In those answers Coupa took the first choice thirty-eight times and Ramp twenty-nine.

Every model, every framing

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

The direct prompt

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

Ramp first, Coupa not the choice

1 of 14 modelsCoupa was named in the answer but not as the choice, or not at all.
GPT-5.4 miniProcurify, Ramp alternatives: Stampli, Tipalti

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.
Gemini 3.5 FlashProcurify alternatives: Airbase, Coupa, Precoro, Ramp, Tipalti, Zip
Grok 4.20Procurify alternatives: Coupa, Precoro, Stampli
DeepSeek V4 FlashProcurify alternatives: Precoro, Ramp, Stampli
Llama 4 MaverickProcurify alternatives: Coupa, Precoro, Vertice
Qwen 3.7 FlashPrecoro, Procurify alternatives: Coupa, SAP Ariba Snap
Kimi K2Procurify alternatives: Precoro, Ramp
GPT-6 LunaProcurify alternatives: Coupa, Precoro, Tipalti

Neither was named

6 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Perplexity SonarPayhawk alternatives: Medius, Precoro, Procurify, Spendesk
Mistral SmallPrecoro, Procurify alternatives: ProcureDesk
GLM 4.7 FlashXProcurify alternatives: Airbase, Fraxion, Precoro
MiniMax M2.5Precoro, Procurify alternatives: Sage Intacct, Zip
Muse Glimmer 30BProcurify alternatives: Medius, Precoro

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
Ramp leads by seven points.
Ramp7%#3 of 12
Coupa0%#11 of 12
The full small business standing →
Mid-marketThe figures above
Ramp leads by two points.
Ramp4%#3 of 12
Coupa2%#4 of 12
The full mid-market standing →
Enterprise
The order flips: Coupa leads at enterprise.
Coupa50%#1 of 10
Ramp0%#– of 10
The full enterprise standing →

What the models said about Ramp

No label in this category carried a quote.

What the models said about Coupa

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

“Coupa is frequently recommended only for large, complex procurement needs... enterprise-only, with high costs and outdated interfaces” Mistral Small · negative prompt · hard negative
“Avoid Enterprise Suites: Platforms like Coupa, SAP Ariba, or Oracle Fusion often have high implementation fees” Qwen 3.7 Flash · budget prompt · hard negative
“Leader in Business Spend Management with procurement, invoicing and expense management in a unified platform” Muse Glimmer 30B · comparative 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.