# Strategic sourcing for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "strategic sourcing software" and as "e-sourcing and RFP tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/finance/spend/strategic-sourcing/2026-11/enterprise

**Standing:** Coupa (tied with SAP Ariba) leads with 31% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Coupa](https://www.gane.ai/index/finance/vendors/coupa/index.md) | 31% | 5% | 66 |
| 2 | [SAP Ariba](https://www.gane.ai/index/finance/vendors/sap-ariba/index.md) | 31% | 17% | 66 |
| 3 | [Ivalua](https://www.gane.ai/index/finance/vendors/ivalua/index.md) | 25% | 2% | 60 |
| 4 | [GEP SMART](https://www.gane.ai/index/finance/vendors/gep-smart/index.md) | 6% | 5% | 42 |
| 5 | [Jaggaer](https://www.gane.ai/index/finance/vendors/jaggaer/index.md) | 2% | 2% | 49 |
| 9 | [Keelvar](https://www.gane.ai/index/finance/vendors/keelvar/index.md) | 0% | 11% | 18 |
| 10 | [Oracle Fusion Cloud Procurement](https://www.gane.ai/index/finance/vendors/oracle-fusion-cloud-procurement/index.md) | 0% | 0% | 15 |
| 11 | [Zycus](https://www.gane.ai/index/finance/vendors/zycus/index.md) | 0% | 0% | 13 |
| 12 | [Workday Strategic Sourcing](https://www.gane.ai/index/finance/vendors/workday-strategic-sourcing/index.md) | 0% | 0% | 11 |

Rank is by share of first choices among all 77 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Coupa; alternatives GEP SMART, Ivalua, Keelvar, SAP Ariba
- GPT-5.4 mini: Ivalua; alternatives Coupa, Jaggaer, SAP Ariba
- Gemini 3.5 Flash: Coupa; alternatives GEP SMART, Ivalua, Jaggaer, Keelvar
- Perplexity Sonar: Coupa; alternatives GEP SMART, Ivalua, Jaggaer, Keelvar
- Grok 4.20: SAP Ariba; alternatives Coupa, GEP SMART, Ivalua, Jaggaer
- Mistral Small: Ivalua, SAP Ariba; alternatives Coupa, GEP SMART, Jaggaer
- DeepSeek V4 Flash: Ivalua; alternatives Coupa, SAP Ariba
- Llama 4 Maverick: SAP Ariba; alternatives Coupa, Ivalua, Oracle Fusion Cloud Procurement
- Qwen 3.7 Flash: Coupa; alternatives GEP SMART, Ivalua, Jaggaer, SAP Ariba
- Kimi K2: Ivalua; alternatives Coupa, SAP Ariba, Zycus
- GLM 4.7 FlashX: Ivalua; alternatives Coupa, GEP SMART, Jaggaer, SAP Ariba
- MiniMax M2.5: no first choice
- GPT-6 Luna: Ivalua; alternatives Coupa, GEP SMART, Jaggaer, SAP Ariba
- Muse Glimmer 30B: SAP Ariba; alternatives Coupa, GEP Quantum Intelligence, GEP SMART, Ivalua

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- g2.com: 35 answers, 49 citations
- ivalua.com: 32 answers, 42 citations
- mindsprint.com: 26 answers, 33 citations
- jaggaer.com: 25 answers, 69 citations
- guideflow.com: 25 answers, 36 citations
- sourceforge.net: 24 answers, 29 citations
- getapp.com: 16 answers, 21 citations
- softwareadvice.com: 16 answers, 16 citations

Pages named in the most answers:

- https://ivalua.com/blog/best-strategic-sourcing-software (20 answers)
- https://mindsprint.com/resources/blogs/b2b-procurement-platform (20 answers)
- https://guideflow.com/blog/strategic-sourcing-software (16 answers)
- https://g2.com/categories/strategic-sourcing (15 answers)
- https://guideflow.com/blog/sourcing-software (15 answers)
- https://softwaresuggest.com/strategic-sourcing-software (15 answers)
- https://jaggaer.com/blog/best-procurement-software-for-enterprise-2026 (14 answers)
- https://sourceforge.net/software/strategic-sourcing (14 answers)
- https://g2.com/categories/strategic-sourcing/enterprise (12 answers)
- https://tropicapp.io/blog/strategic-sourcing-software (12 answers)

## Warned against

- SAP Ariba: 11 of 66 labels negative. "SAP Ariba is mentioned as a tool that has the highest TCO and most complex pricing, and is advised to be avoided for specific use cases" (Llama 4 Maverick, negative prompt)
- Coupa: 3 of 66 labels negative. "End-to-end P2P + Sourcing suites. Strong compliance, deep ERP ties, but higher implementation cost and longer deployment cycles." (Gemini 3.5 Flash, scale prompt)
- Precoro: 3 of 6 labels negative. "Lightweight SMB procurement tools such as Procurify or Precoro can be poor fits when the enterprise needs complex multi-entity approvals" (Perplexity Sonar, negative prompt)
- Procurify: 3 of 5 labels negative. "Lightweight SMB procurement tools such as Procurify or Precoro can be poor fits when the enterprise needs complex multi-entity approvals" (Perplexity Sonar, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: SAP Ariba (36%) to Coupa (31%). Margin 0 points, within noise.

- Coupa: 26% to 31%, +5. Inside the floor by 5 points · rank 2 → 1 of 77.
- SAP Ariba: 36% to 31%, −5. Inside the floor by 5 points · rank 1 → 2 of 77.
- Ivalua: 21% to 25%, +4. Inside the floor by 6 points · rank 3 of 77, unchanged.
- Workday Strategic Sourcing: 2% to 0%, −2. Inside the floor by 8 points · rank 6 → 12 of 77.
- GEP SMART: 6% to 6%, ±0. Inside the floor by 10 points · rank 4 of 77, unchanged.
- Jaggaer: 2% to 2%, ±0. Inside the floor by 10 points · rank 5 of 77, unchanged.
- Keelvar: 0% to 0%, ±0. Inside the floor by 10 points · rank 13 → 9 of 77.
- Oracle Fusion Cloud Procurement: 0% to 0%, ±0. Inside the floor by 10 points · rank 12 → 10 of 77.
- Zycus: 0% to 0%, ±0. Inside the floor by 10 points · rank 11 of 77, unchanged.

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.