# Supplier management: what AI models recommend, October 2026

Gane Index, October 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/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/finance/spend/supplier-management/index.md

**Standing:** Precoro (tied with Procurify) leads with 14% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Precoro](https://www.gane.ai/index/finance/vendors/precoro/index.md) | 14% | 10% | 39 |
| 2 | [Procurify](https://www.gane.ai/index/finance/vendors/procurify/index.md) | 14% | 12% | 24 |
| 3 | [Tradogram](https://www.gane.ai/index/finance/vendors/tradogram/index.md) | 9% | 0% | 11 |
| 5 | [Coupa](https://www.gane.ai/index/finance/vendors/coupa/index.md) | 7% | 36% | 45 |
| 6 | [Gatekeeper](https://www.gane.ai/index/finance/vendors/gatekeeper/index.md) | 5% | 0% | 19 |
| 7 | [Payhawk](https://www.gane.ai/index/finance/vendors/payhawk/index.md) | 5% | 0% | 11 |
| 8 | [Ivalua](https://www.gane.ai/index/finance/vendors/ivalua/index.md) | 4% | 14% | 22 |
| 10 | [Kodiak Hub](https://www.gane.ai/index/finance/vendors/kodiak-hub/index.md) | 2% | 0% | 13 |
| 13 | [Zip](https://www.gane.ai/index/finance/vendors/zip/index.md) | 2% | 20% | 10 |
| 27 | [GEP SMART](https://www.gane.ai/index/finance/vendors/gep-smart/index.md) | 0% | 0% | 11 |
| 28 | [HICX](https://www.gane.ai/index/finance/vendors/hicx/index.md) | 0% | 10% | 10 |
| 32 | [Jaggaer](https://www.gane.ai/index/finance/vendors/jaggaer/index.md) | 0% | 29% | 17 |

Rank is by share of first choices among all 112 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: Procurify; alternatives Coupa, HICX, Jaggaer, Kodiak Hub
- GPT-5.4 mini: Coupa, Ivalua; alternatives Oracle Fusion Cloud Procurement, SAP Ariba Supplier Risk
- Gemini 3.5 Flash: Procurify; alternatives ComplianceQuest, Gatekeeper, Graphite Connect, Ironclad
- Perplexity Sonar: Payhawk; alternatives Precoro
- Grok 4.20: Coupa; alternatives Payhawk, Precoro, Procurify, SAP Ariba
- Mistral Small: Kodiak Hub, Procurify; alternatives Payhawk
- DeepSeek V4 Flash: Gatekeeper; alternatives Kodiak Hub, Precoro, Procurify
- Llama 4 Maverick: Precoro; alternatives Coupa, GEP SMART, Ivalua, Payhawk
- Qwen 3.7 Flash: Coupa; alternatives HighRadius, Ivalua, Zycus
- Kimi K2: Procurify; alternatives Precoro, ProcureDesk, Zip
- GLM 4.7 FlashX: Precoro; alternatives Gatekeeper, Procurify, SAP Business One
- MiniMax M2.5: Payhawk, Precoro; alternatives Striven, Zip
- GPT-6 Luna: Precoro; alternatives Kodiak Hub, Procurify
- Muse Glimmer 30B: Payhawk, Procurify; alternatives Coupa, Gatekeeper, Kodiak Hub, Precoro

## 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:

- guideflow.com: 27 answers, 32 citations
- highradius.com: 26 answers, 31 citations
- learn.g2.com: 24 answers, 25 citations
- spendflo.com: 22 answers, 26 citations
- payhawk.com: 22 answers, 24 citations
- g2.com: 19 answers, 45 citations
- precoro.com: 18 answers, 28 citations
- mindsprint.com: 18 answers, 20 citations

Pages named in the most answers:

- https://guideflow.com/blog/supplier-management-software (25 answers)
- https://highradius.com/resources/Blog/best-supplier-management-tools (24 answers)
- https://softwareconnect.com/roundups/best-supplier-relationship-management-software (16 answers)
- https://paylocity.com/why-paylocity/compare/lists/vendor-management-software (15 answers)
- https://payhawk.com/en-us/blog/software-for-supplier-management (14 answers)
- https://striven.com/the-top-15-best-vendor-supplier-management-software (14 answers)
- https://learn.g2.com/best-supplier-relationship-management-software (12 answers)
- https://mindsprint.com/resources/blogs/vendor-management-software (12 answers)
- https://thenextweb.com/news/best-supplier-management-software-2026 (12 answers)
- https://erpresearch.com/erp-add-ons/supplier-management (11 answers)

## Warned against

- SAP Ariba: 24 of 42 labels negative. "This is the platform with the most significant and consistent negative feedback." ... "Small-to-mid companies, vendors forced to use it, anyone who values user experience" (DeepSeek V4 Flash, negative prompt)
- Coupa: 16 of 45 labels negative. "### 2. Coupa ⚠️ Common complaints: - Clunky, poorly designed UI - described as "unworkable"" (Kimi K2, negative prompt)
- Jaggaer: 5 of 17 labels negative. "What to Avoid - Enterprise solutions like Jaggaer — Start at ~$45,000/year, far beyond limited budgets" (Kimi K2, budget prompt)
- Precoro: 4 of 39 labels negative. "consider Precoro\u2014but it may not fit a very limited budget: its published plans start at $499/month" (GPT-6 Luna, budget prompt)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: Procurify (26%) to Precoro (14%). Margin 2 points, within noise.

- Procurify: 26% to 12%, −14. Cleared the floor by 4 points · rank 1 → 2 of 108.
- Precoro: 23% to 14%, −9. Inside the floor by 1 point · rank 2 → 1 of 108.
- Coupa: 2% to 8%, +6. Inside the floor by 4 points · rank 18 → 5 of 108.
- Ivalua: 0% to 4%, +4. Inside the floor by 6 points · rank 22 → 7 of 108.
- Tradogram: 6% to 8%, +2. Inside the floor by 8 points · rank 4 → 3 of 108.
- Gatekeeper: 6% to 4%, −2. Inside the floor by 8 points · rank 3 → 6 of 108.
- Kodiak Hub: 2% to 2%, ±0. Inside the floor by 10 points · rank 8 → 10 of 108.
- GEP SMART: 0% to 0%, ±0. Inside the floor by 10 points · rank 21 → 26 of 108.
- Jaggaer: 0% to 0%, ±0. Inside the floor by 10 points · rank 20 → 32 of 108.
- SAP Ariba: 0% to 0%, ±0. Inside the floor by 10 points · rank 79 → 108 of 108.

## Record

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