Coupa vs Gatekeeper
Three of fourteen models named Coupa first on the direct prompt; one named Gatekeeper. Coupa was named by fourteen of the fourteen models and Gatekeeper by twelve and Coupa carries 45 labels and Gatekeeper 19, so the shares are not directly comparable.
Named in nine categories this edition.
Named in one category this edition.
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 supplier management page.
By framing
CoupaFirst choices, of fourteen modelsGatekeeper
Every model, every framing
| 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 | | |
Coupa Gatekeeper first choice named as an alternative argued againstblank: not namedEach cell is one answer, Coupa on the left and Gatekeeper on the right.The direct prompt
Coupa first, Gatekeeper not the choice
3 of 14 modelsGatekeeper was named in the answer but not as the choice, or not at all.Gatekeeper first, Coupa not the choice
1 of 14 modelsCoupa was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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
Coupa0%#10 of 10Gatekeeper0%#5 of 10What 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.
“### 2. Coupa ⚠️ Common complaints: - Clunky, poorly designed UI - described as "unworkable"” Kimi K2 · negative prompt · hard negative
“the biggest mistake is choosing a heavyweight enterprise platform (like SAP Ariba, Coupa, or Jaggaer)” Gemini 3.5 Flash · paraphrase prompt · hard negative
“"Best for centralized spend and supplier management: Coupa, if you want procurement and finance standardized in one place."” Muse Glimmer 30B · comparative prompt · first choice
What the models said about Gatekeeper
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I recommend Gatekeeper as your vendor onboarding and information management platform.” Mistral Small · paraphrase prompt · first choice
“Best Overall for Most Mid-Market B2B: Gatekeeper” DeepSeek V4 Flash · direct prompt · first choice
“My default recommendation is Gatekeeper” GPT-6 Luna · paraphrase prompt · first choice
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.