# Supplier management for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "supplier management software" and as "vendor onboarding and information management platform", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/finance/spend/supplier-management/2026-11/enterprise

**Standing:** SAP Ariba leads with 35% of first choices; verdict contested. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [SAP Ariba](https://www.gane.ai/index/finance/vendors/sap-ariba/index.md) | 35% | 25% | 68 |
| 2 | [Coupa](https://www.gane.ai/index/finance/vendors/coupa/index.md) | 26% | 24% | 62 |
| 3 | [Ivalua](https://www.gane.ai/index/finance/vendors/ivalua/index.md) | 11% | 13% | 52 |
| 4 | [GEP SMART](https://www.gane.ai/index/finance/vendors/gep-smart/index.md) | 4% | 21% | 24 |
| 5 | [Jaggaer](https://www.gane.ai/index/finance/vendors/jaggaer/index.md) | 2% | 29% | 42 |
| 6 | [HICX](https://www.gane.ai/index/finance/vendors/hicx/index.md) | 2% | 0% | 10 |
| 7 | [Oracle Fusion Cloud Procurement](https://www.gane.ai/index/finance/vendors/oracle-fusion-cloud-procurement/index.md) | 2% | 21% | 19 |
| 18 | [Kodiak Hub](https://www.gane.ai/index/finance/vendors/kodiak-hub/index.md) | 0% | 0% | 12 |
| 104 | [Gatekeeper](https://www.gane.ai/index/finance/vendors/gatekeeper/index.md) | 0% | 40% | 15 |

Rank is by share of first choices among all 119 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: no first choice; alternatives Coupa, Ivalua, Jaggaer, SAP Ariba
- GPT-5.4 mini: Coupa, SAP Ariba; alternatives D&B Supplier Intelligence
- Gemini 3.5 Flash: no first choice; alternatives Coupa Spend Management, GEP SMART, HICX, Ivalua
- Perplexity Sonar: SAP Ariba; alternatives Coupa, Doxis, HICX, Ivalua
- Grok 4.20: SAP Ariba; alternatives Aravo, Coupa, Ivalua, Jaggaer
- Mistral Small: Coupa, SAP Ariba; alternatives GEP SMART, Ivalua, Oracle Fusion Cloud Procurement
- DeepSeek V4 Flash: Coupa, SAP Ariba; alternatives Ivalua, Jaggaer, Oracle Fusion Cloud Procurement
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: SAP Ariba; alternatives Aravo, Coupa, JetSRM, Oracle Fusion Cloud Supply Chain Management
- Kimi K2: Coupa; alternatives GEP SMART, Ivalua, SAP Ariba
- GLM 4.7 FlashX: SAP Ariba; alternatives Coupa, GEP SMART, HICX, Ivalua
- MiniMax M2.5: SupplierGATEWAY; alternatives AravoAI, Jaggaer, Oracle NetSuite, Precoro
- GPT-6 Luna: Ivalua; alternatives Coupa, HICX, SAP Ariba
- Muse Glimmer 30B: SAP Ariba; alternatives Coupa, Ivalua, Kodiak Hub

## Sources the answers cite

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

- mindsprint.com: 43 answers, 73 citations
- erpresearch.com: 31 answers, 39 citations
- softwareadvice.com: 28 answers, 37 citations
- g2.com: 21 answers, 33 citations
- jaggaer.com: 20 answers, 61 citations
- ivalua.com: 16 answers, 20 citations
- capterra.com: 15 answers, 21 citations
- guideflow.com: 15 answers, 18 citations

Pages named in the most answers:

- https://erpresearch.com/erp-add-ons/supplier-management (29 answers)
- https://mindsprint.com/resources/blogs/supplier-relationship-management-software (29 answers)
- https://mindsprint.com/resources/blogs/vendor-management-software (22 answers)
- https://thenextweb.com/news/best-supplier-management-software-2026 (13 answers)
- https://guideflow.com/blog/supplier-management-software (11 answers)
- https://mindsprint.com/resources/blogs/b2b-procurement-platform (11 answers)
- https://jaggaer.com/blog/ivalua-alternatives (9 answers)
- https://softwareadvice.com/scm/supplier-relationship-management-software-comparison (9 answers)
- https://highradius.com/resources/Blog/best-supplier-management-tools (8 answers)
- https://softwareadvice.com/scm/supplier-relationship-management-software-comparison?page=2 (8 answers)

## Warned against

- SAP Ariba: 17 of 68 labels negative. "SAP Ariba | - Complex, unintuitive interface that makes navigation difficult for new users" (GLM 4.7 FlashX, negative prompt)
- Coupa: 15 of 62 labels negative. "Interface is not user-friendly according to numerous reviews... Steep learning curve" (MiniMax M2.5, negative prompt)
- Jaggaer: 12 of 42 labels negative. "Multiple AI model recommendations explicitly advise enterprises to avoid Jaggaer" (Mistral Small, negative prompt)
- Ivalua: 7 of 52 labels negative. "Cautions: High dependence on System Integrators (SIs). If you over-customize these tools during setup, future updates can become costly and complex." (Gemini 3.5 Flash, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: SAP Ariba at 35%.

- Coupa: 20% to 26%, +6. Inside the floor by 4 points · rank 2 of 119, unchanged.
- Gatekeeper: 6% to 0%, −6. Inside the floor by 4 points · rank 5 → 104 of 119.
- Ivalua: 14% to 11%, −3. Inside the floor by 7 points · rank 3 of 119, unchanged.
- GEP SMART: 6% to 4%, −2. Inside the floor by 8 points · rank 4 of 119, unchanged.
- Jaggaer: 0% to 2%, +2. Inside the floor by 8 points · rank 14 → 5 of 119.
- HICX: 4% to 2%, −2. Inside the floor by 8 points · rank 6 of 119, unchanged.
- Oracle Fusion Cloud Procurement: 0% to 2%, +2. Inside the floor by 8 points · rank 16 → 7 of 119.
- SAP Ariba: 35% to 35%, ±0. Inside the floor by 10 points · rank 1 of 119, unchanged.
- Kodiak Hub: 0% to 0%, ±0. Inside the floor by 10 points · rank 54 → 18 of 119.
- Zycus: 0% to 0%, ±0. Inside the floor by 10 points · rank 15 → 26 of 119.

## 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.