Best expense management software
42 products named in 120 answers across 4 wordings
In nearly every answer
Contested
How often 10 AI models recommend Coupa, what they say about it, and who they recommend instead, on the 1 buying question where it came up.
Share of each model's answers that named it, at any position · The black tick marks the panel average
Never named it: GPT-6 Luna Gemini 4 Argon DeepSeek V4 Pro Mistral Large 4
Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.
Each model's one-line reason for recommending it, from its first answer
Suite-level spend management; strong mid-market/enterprise procurement depth.
Broader spend platform with solid expense modules for large enterprises.
Powerful T&E and procurement suite aimed at large enterprises.
Procurement-led spend management with strong expense module for large organizations
Each question's products ranked by the share of all answers that named them, Coupa highlighted.
42 products named in 120 answers across 4 wordings
In nearly every answer
Contested
Share of each model's answers on the question that named it · Hover a cell for the count
| Question | Claude Haiku 5.5 | GPT-6 Luna | Gemini 4 Argon | Qwen 3.8 Flash | DeepSeek V4 Pro | GLM-5.3 | Kimi K3 | MiniMax M3 | Mistral Large 4 | Nemotron 3 Ultra |
|---|---|---|---|---|---|---|---|---|---|---|
| Best expense management software | 17 | 17 | 50 | 8 | 42 | 25 |
Share of answers that named it under each way of asking the question · Hover a cell for the exact wording
| Question | List request | Buyer asking for advice | Search query | Worth paying for? |
|---|---|---|---|---|
| Best expense management software | 27 | 20 | 17 |
Against the products named most often on the same questions
Work on Coupa? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.