# GEP SMART vs Coupa: which do AI models recommend for strategic sourcing, October 2026

Finance AI Recommendation Index, October 2026 Edition, Strategic sourcing. Two of fourteen models named GEP SMART first on the direct prompt; two named Coupa. Page: https://finance-ai-index.com/spend/strategic-sourcing/gep-smart-vs-coupa/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| GEP SMART | 4% | #7 of 14 | 21% | 14 | 9 of 14 |
| Coupa | 4% | #8 of 14 | 47% | 30 | 12 of 14 |

## The direct prompt, model by model

- GLM 4.7 FlashX: both first (first choices: Coupa, GEP SMART) (alternatives: Ivalua, Precoro, ProcureWare, SAP Ariba, Scanmarket, ServiceNow Source-to-Pay Operations, Tradogram)
- Perplexity Sonar: gep smart first (first choices: GEP SMART) (alternatives: Precoro, Procol, SAP Ariba Strategic Sourcing Suite)
- Qwen 3.7 Flash: coupa first (first choices: Coupa) (alternatives: Jaggaer, Precoro, Zycus)
- Claude Haiku 4.5: neither first, one named (first choices: Precoro) (alternatives: Coupa, ProcurePort, SAP Ariba, Zycus)
- DeepSeek V4 Flash: neither first, one named (first choices: Procurify) (alternatives: Fairmarkit, GEP SMART, Market Dojo, Precoro)
- GPT-6 Luna: neither first, one named (first choices: Workday Strategic Sourcing) (alternatives: Coupa, GEP SMART)
- Muse Glimmer 30B: neither first, one named (first choices: Procurify) (alternatives: Basware, GEP SMART, Precoro, Zycus)
- GPT-5.4 mini: neither named (first choices: Procurify) (alternatives: Archlet, Bid Management)
- Gemini 3.5 Flash: neither named (first choices: Workday Strategic Sourcing) (alternatives: Archlet, Market Dojo, Tradogram, Zip)
- Grok 4.1 Fast: neither named (first choices: Procurify) (alternatives: Precoro)
- Mistral Small: neither named (first choices: Procurify) (alternatives: Ivalua, MeRLIN, SAP Ariba, Scanmarket)
- Llama 4 Maverick: neither named
- Kimi K2: neither named (first choices: Precoro, Procurify) (alternatives: Ivalua, Zip)
- MiniMax M2.5: neither named (first choices: Procurify, Scanmarket)

## What the models said about GEP SMART

- "NOT Recommended for Limited Budgets" (DeepSeek V4 Flash, budget prompt, hard negative)
- "rather than a full suite like SAP Ariba, Coupa, Ivalua or GEP that is built for larger, ERP-native estates" (Muse Glimmer 30B, scale prompt, soft negative)
- "GEP SMART: $500K+/year — Upper mid-market with consulting-led delivery" (Kimi K2, direct prompt, soft negative)
- "Most mid-market B2B companies find that Coupa or GEP SMART provide the best balance of depth, analytics, and mid-market pricing" (GLM 4.7 FlashX, direct prompt, first choice)
- "the best overall fit is often GEP SMART" (Perplexity Sonar, direct prompt, first choice)
- "Offer enterprise-grade capabilities (like deep spend analytics and contract management) but packaged in a scaled-down, quicker-to-deploy format" (Gemini 3.5 Flash, scale prompt, alternative)

## What the models said about Coupa

- "Most mid-market B2B companies find that Coupa or GEP SMART provide the best balance of depth, analytics, and mid-market pricing" (GLM 4.7 FlashX, direct prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.