# Supplier management: 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 a mid-market B2B company. Page: https://www.gane.ai/index/finance/spend/supplier-management/2026-11

**Standing:** Procurify leads with 18% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Procurify](https://www.gane.ai/index/finance/vendors/procurify/index.md) | 18% | 3% | 29 |
| 2 | [Gatekeeper](https://www.gane.ai/index/finance/vendors/gatekeeper/index.md) | 14% | 12% | 34 |
| 3 | [Tradogram](https://www.gane.ai/index/finance/vendors/tradogram/index.md) | 10% | 0% | 11 |
| 5 | [Precoro](https://www.gane.ai/index/finance/vendors/precoro/index.md) | 8% | 3% | 39 |
| 6 | [Kodiak Hub](https://www.gane.ai/index/finance/vendors/kodiak-hub/index.md) | 6% | 6% | 18 |
| 11 | [Ivalua](https://www.gane.ai/index/finance/vendors/ivalua/index.md) | 2% | 32% | 25 |
| 21 | [Jaggaer](https://www.gane.ai/index/finance/vendors/jaggaer/index.md) | 2% | 34% | 29 |
| 22 | [Coupa](https://www.gane.ai/index/finance/vendors/coupa/index.md) | 2% | 54% | 46 |
| 23 | [GEP SMART](https://www.gane.ai/index/finance/vendors/gep-smart/index.md) | 0% | 7% | 14 |
| 25 | [Oracle Fusion Cloud Procurement](https://www.gane.ai/index/finance/vendors/oracle-fusion-cloud-procurement/index.md) | 0% | 33% | 12 |
| 123 | [SAP Ariba](https://www.gane.ai/index/finance/vendors/sap-ariba/index.md) | 0% | 61% | 49 |

Rank is by share of first choices among all 123 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: Precoro; alternatives GEP SMART, Kodiak Hub, Spendflo
- GPT-5.4 mini: Procurify; alternatives Coupa, Omnea, SAP Ariba
- Gemini 3.5 Flash: Zip; alternatives CloudEagle, Gatekeeper, Graphite Connect, Kodiak Hub
- Perplexity Sonar: Gatekeeper; alternatives Kodiak Hub, Precoro, Procurify
- Grok 4.20: Procurify; alternatives Gatekeeper, Precoro
- Mistral Small: Procurify; alternatives Gatekeeper, Precoro, SupplierGATEWAY, Zip
- DeepSeek V4 Flash: Precoro, Procurify; alternatives Gatekeeper
- Llama 4 Maverick: Gatekeeper; alternatives Kodiak Hub, Payhawk, Procurify
- Qwen 3.7 Flash: Jaggaer; alternatives Kissflow Procurement, Proactis, Tipalti, Verifai
- Kimi K2: Precoro, Procurify; alternatives Gatekeeper, Tradogram, Zip
- GLM 4.7 FlashX: Procurify; alternatives Gatekeeper, Precoro, Tradogram, Zip
- MiniMax M2.5: Gatekeeper, Kodiak Hub; alternatives Procurify
- GPT-6 Luna: Kodiak Hub; alternatives Gatekeeper, Precoro
- Muse Glimmer 30B: Procurify; alternatives Coupa, Gatekeeper, Kodiak Hub, Precoro

## Sources the answers cite

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

- mindsprint.com: 36 answers, 54 citations
- softwareadvice.com: 34 answers, 63 citations
- capterra.com: 20 answers, 44 citations
- g2.com: 16 answers, 30 citations
- erpresearch.com: 15 answers, 18 citations
- getapp.com: 12 answers, 20 citations
- elitemindz.co: 12 answers, 12 citations
- payhawk.com: 12 answers, 12 citations

Pages named in the most answers:

- https://mindsprint.com/resources/blogs/supplier-relationship-management-software (23 answers)
- https://mindsprint.com/resources/blogs/vendor-management-software (19 answers)
- https://erpresearch.com/erp-add-ons/supplier-management (14 answers)
- https://softwareadvice.com/scm/supplier-relationship-management-software-comparison (12 answers)
- https://infraspeak.com/en/blog/supplier-relationship-management-srm-software (9 answers)
- https://highradius.com/resources/Blog/best-supplier-management-tools (8 answers)
- https://procurify.com/blog/best-vendor-management-software (8 answers)
- https://softwareadvice.com/scm/supplier-relationship-management-software-comparison?page (8 answers)
- https://softwareadvice.com/scm/vendor-management-system-comparison (8 answers)
- https://softwareconnect.com/roundups/best-supplier-relationship-management-software (8 answers)

## Warned against

- SAP Ariba: 30 of 49 labels negative. "What to Avoid - SAP Ariba, Coupa, Ivalua — These are enterprise-grade solutions ... overkill for most mid-sized companies" (Kimi K2, paraphrase prompt)
- Coupa: 25 of 46 labels negative. "the goal is to avoid enterprise platforms like SAP Ariba or Coupa—which carry high licensing and implementation costs" (Gemini 3.5 Flash, budget prompt)
- Jaggaer: 10 of 29 labels negative. "Unlike large enterprise suites like SAP Ariba or JAGGAER—which can take 6–12 months to deploy and carry heavy administrative overhead" (Gemini 3.5 Flash, direct prompt)
- Ivalua: 8 of 25 labels negative. "What to Avoid - SAP Ariba, Coupa, Ivalua — ... overkill for most mid-sized companies" (Kimi K2, paraphrase prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: Precoro (14%) to Procurify (18%). Margin 10 points, within noise.

- Gatekeeper: 5% to 14%, +9. Inside the floor by 1 point · rank 6 → 2 of 123.
- Precoro: 14% to 8%, −6. Inside the floor by 4 points · rank 1 → 5 of 123.
- Coupa: 7% to 2%, −5. Inside the floor by 5 points · rank 5 → 22 of 123.
- Payhawk: 5% to 0%, −5. Inside the floor by 5 points · rank 7 → 33 of 123.
- Procurify: 14% to 18%, +4. Inside the floor by 6 points · rank 2 → 1 of 123.
- Kodiak Hub: 2% to 6%, +4. Inside the floor by 6 points · rank 10 → 6 of 123.
- Zip: 2% to 4%, +2. Inside the floor by 8 points · rank 13 → 7 of 123.
- HICX: 0% to 2%, +2. Inside the floor by 8 points · rank 28 → 9 of 123.
- Ivalua: 4% to 2%, −2. Inside the floor by 8 points · rank 8 → 11 of 123.
- Jaggaer: 0% to 2%, +2. Inside the floor by 8 points · rank 32 → 21 of 123.
- Tradogram: 9% to 10%, +1. Inside the floor by 9 points · rank 3 of 123, unchanged.
- GEP SMART: 0% to 0%, ±0. Inside the floor by 10 points · rank 27 → 23 of 123.

## 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.