# Procure-to-pay for enterprise buyers: what AI models recommend, November 2026

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

**Standing:** Coupa leads with 50% of first choices; verdict clear leader. 48 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) | 50% | 12% | 67 |
| 2 | [SAP Ariba](https://www.gane.ai/index/finance/vendors/sap-ariba/index.md) | 25% | 20% | 69 |
| 3 | [Ivalua](https://www.gane.ai/index/finance/vendors/ivalua/index.md) | 10% | 4% | 57 |
| 4 | [Oracle Fusion Cloud Procurement](https://www.gane.ai/index/finance/vendors/oracle-fusion-cloud-procurement/index.md) | 4% | 16% | 58 |
| 5 | [GEP SMART](https://www.gane.ai/index/finance/vendors/gep-smart/index.md) | 2% | 5% | 44 |
| 6 | [Zip](https://www.gane.ai/index/finance/vendors/zip/index.md) | 2% | 15% | 20 |
| 10 | [Jaggaer](https://www.gane.ai/index/finance/vendors/jaggaer/index.md) | 0% | 19% | 36 |
| 11 | [Basware](https://www.gane.ai/index/finance/vendors/basware/index.md) | 0% | 9% | 11 |
| 65 | [Precoro](https://www.gane.ai/index/finance/vendors/precoro/index.md) | 0% | 44% | 16 |
| 67 | [Procurify](https://www.gane.ai/index/finance/vendors/procurify/index.md) | 0% | 50% | 18 |

Rank is by share of first choices among all 67 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
- GPT-5.4 mini: Coupa, Ivalua; alternatives GEP SMART, SAP Ariba
- Gemini 3.5 Flash: Coupa Spend Management; alternatives GEP SMART, Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
- Perplexity Sonar: Coupa; alternatives Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
- Grok 4.20: Coupa, SAP Ariba; alternatives GEP SMART, Ivalua, Jaggaer, Oracle Fusion Cloud Procurement
- Mistral Small: Coupa; alternatives Ivalua, SAP Ariba
- DeepSeek V4 Flash: Coupa; alternatives Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
- Llama 4 Maverick: Coupa; alternatives Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
- Qwen 3.7 Flash: SAP Ariba; alternatives Coupa, Ivalua, Oracle Fusion Cloud Procurement, Workday Financial Management
- Kimi K2: Coupa; alternatives GEP SMART, Jaggaer, SAP Ariba
- GLM 4.7 FlashX: Coupa; alternatives Ivalua, Jaggaer, SAP Ariba
- MiniMax M2.5: no first choice
- GPT-6 Luna: Coupa; alternatives Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
- Muse Glimmer 30B: Coupa, SAP Ariba; alternatives Ivalua, Jaggaer, Oracle Fusion Cloud Procurement

## 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: 44 answers, 71 citations
- jaggaer.com: 34 answers, 64 citations
- ivalua.com: 31 answers, 45 citations
- g2.com: 18 answers, 23 citations
- vertice.one: 15 answers, 15 citations
- payhawk.com: 14 answers, 16 citations
- capterra.com: 13 answers, 17 citations
- softwareadvice.com: 13 answers, 15 citations

Pages named in the most answers:

- https://mindsprint.com/resources/blogs/b2b-procurement-platform (36 answers)
- https://jaggaer.com/blog/best-procure-to-pay-software-enterprise-2026 (16 answers)
- https://jaggaer.com/blog/best-procurement-software-for-enterprise-2026 (16 answers)
- https://mindsprint.com/resources/blogs/source-to-pay-software (16 answers)
- https://vertice.one/blog/best-procure-to-pay-platforms (12 answers)
- https://ivalua.com/blog/best-procure-pay-software (9 answers)
- https://gane.ai/index/finance/spend/procure-to-pay/enterprise (8 answers)
- https://mindsprint.com/resources/blogs/coupa-vs-ariba (8 answers)
- https://raindrop.com/sap-ariba-alternatives (8 answers)
- https://ciopages.com/buyer-guides/procurement-platform (7 answers)

## Warned against

- SAP Ariba: 14 of 69 labels negative. "Who should avoid it: Enterprises that are not already SAP-native and those without deep SAP expertise in-house." (DeepSeek V4 Flash, negative prompt)
- Procurify: 9 of 18 labels negative. "usually avoid as a primary procurement platform... The clearest examples in the results are Procurify, Precoro, and Oboloo" (Muse Glimmer 30B, negative prompt)
- Coupa: 8 of 67 labels negative. "Who should avoid it: Enterprises with heavy direct/engineering procurement needs, complex category structures" (DeepSeek V4 Flash, negative prompt)
- Oracle Fusion Cloud Procurement: 9 of 58 labels negative. "Who should avoid it: Enterprises that are not already Oracle-centric." (DeepSeek V4 Flash, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: Coupa at 50%.

- Coupa: 43% to 50%, +7. Inside the floor by 3 points · rank 1 of 67, unchanged.
- SAP Ariba: 30% to 25%, −5. Inside the floor by 5 points · rank 2 of 67, unchanged.
- Oracle Fusion Cloud Procurement: 7% to 4%, −3. Inside the floor by 7 points · rank 4 of 67, unchanged.
- GEP SMART: 5% to 2%, −3. Inside the floor by 7 points · rank 5 of 67, unchanged.
- Precoro: 2% to 0%, −2. Inside the floor by 8 points · rank 8 → 65 of 67.
- Ivalua: 9% to 10%, +1. Inside the floor by 9 points · rank 3 of 67, unchanged.
- Zip: 2% to 2%, ±0. Inside the floor by 10 points · rank 6 of 67, unchanged.
- Jaggaer: 0% to 0%, ±0. Inside the floor by 10 points · rank 9 → 10 of 67.
- Basware: 0% to 0%, ±0. Inside the floor by 10 points · rank 13 → 11 of 67.
- Procurify: 0% to 0%, ±0. Inside the floor by 10 points · rank 50 → 67 of 67.

## 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.