Spend management platforms · October 2026 Edition
Spendesk vs Coupa
One of fourteen models named Spendesk first on the direct prompt; one named Coupa. Spendesk was named by thirteen of the fourteen models and Coupa by fourteen and Spendesk carries 28 labels and Coupa 32, so the shares are not directly comparable.
Named in four categories this edition.
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 rate18%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 12; printed, not drawn.
Labels2832A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Spendesk reading right to left. Rank and label count are printed, not drawn.Ramp was named alongside these two in eleven of the fourteen direct answers. Ramp vs Spendesk · Ramp vs Coupa · Airbase vs Spendesk
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 spend management platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
SpendeskFirst choices, of fourteen modelsCoupa
Direct111 against Coupa
Paraphrase10
Comparative032 against Coupa
Budget-constrained00
Scale-constrained002 against Coupa
Negative005 against Spendesk · 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Spendesk and Coupa stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | | |
Spendesk Coupa first choice named as an alternative argued againstblank: not namedEach cell is one answer, Spendesk on the left and Coupa on the right.The direct prompt
The plain question, one answer per model, grouped by where Spendesk and Coupa stood in it.
Spendesk first, Coupa an alternative
1 of 14 modelsCoupa was named in the answer but not as the choice, or not at all.Muse Glimmer 30BAirbase, Spendesk alternatives: Brex, Coupa, Ramp
Coupa first, Spendesk not the choice
1 of 14 modelsSpendesk was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashCoupa, Ramp alternatives: BILL Spend & Expense, Procurify
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.Claude Haiku 4.5Ramp alternatives: Airbase, Brex, Corpay Complete, Coupa, Procurify
Gemini 3.5 FlashRamp alternatives: Airbase, Brex, Navan, Payhawk, Spendesk
Perplexity SonarPayhawk alternatives: BILL Spend & Expense, Corpay Complete, Procurify, Ramp, Spendesk
DeepSeek V4 FlashRamp alternatives: Airbase, BILL Spend & Expense, Spendesk
Llama 4 MaverickAirbase alternatives: AvidXchange, BILL Spend & Expense, Brex, Corpay Complete, Coupa, Payhawk, Ramp
GLM 4.7 FlashXPrecoro alternatives: Airbase, Coupa, ProcureDesk, Procurify
MiniMax M2.5BILL Spend & Expense alternatives: Coupa, Rho, SAP Ariba
GPT-6 LunaRamp alternatives: Brex, Coupa, Paylocity for Finance
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniRamp alternatives: BILL Spend & Expense, Procurify, SAP Concur
Grok 4.1 FastProcurify alternatives: Airbase, BILL Spend & Expense, Spendwise
Mistral SmallAirbase, Ramp alternatives: Brex
Kimi K2Ramp alternatives: Airbase, Brex, Paylocity for Finance
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
Mid-marketThe figures above
Enterprise
The order flips: Coupa leads at enterprise.
Coupa56%#1 of 14Spendesk2%#9 of 14What the models said about Spendesk
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“several users report it may be too expensive for smaller teams and lacks depth in critical operational areas” GLM 4.7 FlashX · negative prompt · soft negative
“Be cautious if you have high transaction volumes with many recurring vendors and are cost-sensitive.” Muse Glimmer 30B · negative prompt · soft negative
“High cost relative to competitors, Approval delays, Customer service response time concerns” MiniMax M2.5 · negative prompt · soft negative
“Spendesk - Combines company cards, expense management, accounts payable, procurement, budgeting, and spend controls. Suitable for mid-sized teams” Llama 4 Maverick · paraphrase prompt · first choice
“If you want maximum adoption signal for SMB/mid-market CFOs today, Spendesk leads the reported adoption share.” Muse Glimmer 30B · direct prompt · first choice
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's expense management module lacks features found in specialized competitors, has no native corporate card” Claude Haiku 4.5 · negative prompt · hard negative
“the platform that coined "business spend management"... Best for: Enterprises that want procurement, invoicing and expense in one business spend management suite.” Muse Glimmer 30B · comparative prompt · first choice
“Coupa — *The Enterprise Leader* ... ~54% first-choice share in enterprise spend management — the clear category leader.” DeepSeek V4 Flash · 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.