# GEP SMART vs Ivalua: which do AI models recommend for strategic sourcing, September 2026

Finance AI Recommendation Index, September 2026 Edition, Strategic sourcing. Four of twelve models named GEP SMART first on the direct prompt; one named Ivalua. Page: https://finance-ai-index.com/spend/strategic-sourcing/gep-smart-vs-ivalua/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| GEP SMART | 9% | #3 of 11 | 9% | 11 | 10 of 12 |
| Ivalua | 4% | #5 of 11 | 18% | 11 | 8 of 12 |

## The direct prompt, model by model

- Mistral Small: both first (first choices: GEP SMART, Ivalua) (alternatives: Coupa, Workday Strategic Sourcing, Zycus)
- Perplexity Sonar: gep smart first (first choices: GEP SMART) (alternatives: Bonfire, Precoro, Procol)
- Llama 4 Maverick: gep smart first (first choices: GEP SMART) (alternatives: Coupa, Jaggaer, Keelvar, Zycus)
- Qwen 3.7 Flash: gep smart first (first choices: GEP SMART) (alternatives: Coupa, Jaggaer, Procol, ProcurePort, Zycus)
- Claude Haiku 4.5: neither first, one named (alternatives: Coupa, GEP SMART, SourceRFX, Tradogram, Zycus)
- GPT-5.4 mini: neither first, one named (first choices: Procurify) (alternatives: Archlet, Coupa, Ivalua, SAP Ariba)
- Grok 4.1 Fast: neither first, one named (first choices: Precoro) (alternatives: GEP SMART, Market Dojo, Tradogram)
- DeepSeek V4 Flash: neither first, one named (first choices: Precoro) (alternatives: GEP SMART, Market Dojo, Tradogram, Workday Strategic Sourcing)
- Kimi K2: neither first, one named (first choices: Precoro) (alternatives: GEP SMART, Market Dojo, Procol, Tradogram)
- GLM 4.7 FlashX: neither first, one named (first choices: Precoro) (alternatives: GEP SMART, SAP Ariba, ServiceNow Source‑to‑Pay Operations)
- Gemini 3.5 Flash: neither named (first choices: Workday Strategic Sourcing) (alternatives: Archlet, Market Dojo, Tropic, Zip)
- MiniMax M2.5: neither named (first choices: Precoro, Workday Strategic Sourcing) (alternatives: Zycus)

## What the models said about GEP SMART

- "typically out of reach due to high licensing fees, lengthy implementation times, and complex setups" (Gemini 3.5 Flash, budget prompt, soft negative)
- "GEP SMART (Best Overall Mid-Market All-in-One) ... frequently cited as the strongest fit specifically for mid-market organizations" (Qwen 3.7 Flash, direct prompt, first choice)
- "The best strategic sourcing software for a mid-market B2B company is GEP SMART" (Llama 4 Maverick, direct prompt, first choice)
- "Ivalua and GEP SMART are the top strategic sourcing software choices" (Mistral Small, direct prompt, first choice)

## What the models said about Ivalua

- "full enterprise suites may be overkill unless you're already heavily invested in that ecosystem" (GLM 4.7 FlashX, scale prompt, soft negative)
- "It is considered the top choice for mid-market and enterprise organizations due to its comprehensive features and flexibility." (Mistral Small, direct prompt, first choice)
- "shortlist against Coupa, Jaggaer, GEP SMART, and Ivalua" (DeepSeek V4 Flash, scale prompt, first choice)
- "stronger full-suite procurement platforms that tend to fit more complex organizations" (GPT-5.4 mini, direct prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.