accepted challengerNamed in seventeen categories this edition.
criticized challengerNamed in nine categories this edition.
First-choice share12%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%50%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 13; printed, not drawn.
Labels2250A 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
Direct019 against Coupa
Paraphrase005 against Coupa
Comparative051 against Ramp
Budget-constrained703 against Coupa
Scale-constrained013 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 October 2026 Edition, Ramp and Coupa were named in the same answer 195 times, of the 1084 answers naming Ramp and the 717 naming Coupa. In those answers Coupa took the first choice thirty-nine times and Ramp thirty-five.
The direct prompt
The plain question, one answer per model, grouped by where Ramp and Coupa stood in it.
Coupa first, Ramp not the choice
1 of 14 modelsRamp was named in the answer but not as the choice, or not at all.GPT-5.4 miniCoupa, Procurify alternatives: Ivalua, Jaggaer, Onventis, SAP
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: Precoro, Ramp, Tipalti, Zip
Perplexity SonarProcurify alternatives: Precoro, Ramp, Rillion
xAIGrok 4.1 FastProcurify alternatives: Precoro, Ramp, Stampli
Qwen 3.7 FlashProcurify alternatives: Airbase, BILL, Coupa, Tipalti
Kimi K2Procurify alternatives: Coupa, Precoro
GPT-6 LunaProcurify alternatives: Precoro, Ramp, Tipalti
Muse Glimmer 30BProcurify alternatives: Payhawk, Precoro, ProcureDesk, Ramp
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5APSentra alternatives: Precoro, Procurify, Rillion
Mistral SmallProcurify, Rillion alternatives: Precoro
DeepSeek V4 FlashPrecoro, Procurify alternatives: ProcureDesk, Zip
Llama 4 MaverickRillion alternatives: Mindsprint, ProcureDesk
Z.AIGLM 4.7 FlashXProcurify alternatives: Fraxion, Precoro, ProcureDesk
MiniMax M2.5Precoro, Procurify alternatives: Ivalua, Proactis
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.
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.