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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Tradogram | 13% | #3 of 14 | 7% | 14 | 9 of 14 |
| GEP SMART | 4% | #7 of 14 | 21% | 14 | 9 of 14 |

## The direct prompt, model by model

- Perplexity Sonar: gep smart first (first choices: GEP SMART) (alternatives: Precoro, Procol, SAP Ariba Strategic Sourcing Suite)
- GLM 4.7 FlashX: gep smart first (first choices: Coupa, GEP SMART) (alternatives: Ivalua, Precoro, ProcureWare, SAP Ariba, Scanmarket, ServiceNow Source-to-Pay Operations, Tradogram)
- Gemini 3.5 Flash: neither first, one named (first choices: Workday Strategic Sourcing) (alternatives: Archlet, Market Dojo, Tradogram, Zip)
- 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)
- Claude Haiku 4.5: neither named (first choices: Precoro) (alternatives: Coupa, ProcurePort, SAP Ariba, Zycus)
- GPT-5.4 mini: neither named (first choices: Procurify) (alternatives: Archlet, Bid Management)
- 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
- Qwen 3.7 Flash: neither named (first choices: Coupa) (alternatives: Jaggaer, Precoro, Zycus)
- 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 Tradogram

- "Free tier (5 transactions/month) for testing; paid plans scale affordably but limited for ongoing use." (Grok 4.1 Fast, budget prompt, soft negative)
- "A cloud-based e-sourcing and procurement platform built for small and mid-sized organizations... Pricing starts with a free tier" (Claude Haiku 4.5, budget prompt, first choice)

## 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)

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.