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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Ivalua | 4% | #6 of 14 | 19% | 16 | 12 of 14 |
| Coupa | 4% | #8 of 14 | 47% | 30 | 12 of 14 |

## The direct prompt, model by model

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

## What the models said about Ivalua

- "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)
- "Look for: A specialized mid-market solution (like Jaggaer, Ivalua, Proactis, or even cloud-first contenders like Spendwise)." (Qwen 3.7 Flash, scale prompt, first choice)

## 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.