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

Gane Index, October 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/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/procure-to-pay/enterprise/index.md

**Standing:** Coupa leads with 43% of first choices; verdict clear leader. 56 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) | 43% | 18% | 71 |
| 2 | [SAP Ariba](https://www.gane.ai/index/finance/vendors/sap-ariba/index.md) | 30% | 24% | 72 |
| 3 | [Ivalua](https://www.gane.ai/index/finance/vendors/ivalua/index.md) | 9% | 11% | 55 |
| 4 | [Oracle Fusion Cloud Procurement](https://www.gane.ai/index/finance/vendors/oracle-fusion-cloud-procurement/index.md) | 7% | 7% | 41 |
| 5 | [GEP SMART](https://www.gane.ai/index/finance/vendors/gep-smart/index.md) | 5% | 15% | 34 |
| 6 | [Zip](https://www.gane.ai/index/finance/vendors/zip/index.md) | 2% | 10% | 21 |
| 9 | [Jaggaer](https://www.gane.ai/index/finance/vendors/jaggaer/index.md) | 0% | 7% | 29 |
| 50 | [Procurify](https://www.gane.ai/index/finance/vendors/procurify/index.md) | 0% | 43% | 14 |

Rank is by share of first choices among all 51 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, Jaggaer, Oracle Fusion Cloud Procurement, SAP Ariba
- GPT-5.4 mini: Ivalua, SAP Ariba; alternatives Coupa
- Gemini 3.5 Flash: Coupa; alternatives Basware, GEP SMART, Ivalua, Oracle Fusion Cloud Procurement
- Perplexity Sonar: SAP Ariba; alternatives Coupa, Ivalua
- Grok 4.20: Coupa, SAP Ariba; alternatives Ivalua, Jaggaer, Oracle Fusion Cloud Procurement
- Mistral Small: Coupa, SAP Ariba; alternatives Ivalua
- DeepSeek V4 Flash: Coupa; alternatives Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Coupa; alternatives GEP SMART, Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
- Kimi K2: Coupa; alternatives GEP SMART, Ivalua, SAP Ariba
- GLM 4.7 FlashX: Coupa, SAP Ariba; alternatives Basware, GEP SMART, Ivalua, Jaggaer
- MiniMax M2.5: Coupa, SAP Ariba; alternatives Oracle Fusion Cloud Procurement
- GPT-6 Luna: Coupa; alternatives Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba
- Muse Glimmer 30B: Coupa, SAP Ariba; alternatives Oracle Fusion Cloud Procurement

## Sources the answers cite

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

- spendflo.com: 38 answers, 45 citations
- g2.com: 33 answers, 56 citations
- mindsprint.com: 32 answers, 42 citations
- precoro.com: 24 answers, 28 citations
- learn.g2.com: 23 answers, 26 citations
- monday.com: 22 answers, 22 citations
- ramp.com: 21 answers, 26 citations
- guideflow.com: 19 answers, 21 citations

Pages named in the most answers:

- https://spendflo.com/blog/procure-to-pay-software (28 answers)
- https://mindsprint.com/resources/blogs/b2b-procurement-platform (24 answers)
- https://monday.com/blog/project-management/procurement-software-solutions (22 answers)
- https://ramp.com/blog/top-procurement-automation-software (17 answers)
- https://precoro.com/blog/procure-to-pay-solutions-and-systems (15 answers)
- https://zendikt.com/top-10-procurement-software (15 answers)
- https://learn.g2.com/best-procure-to-pay-software (14 answers)
- https://gitnux.org/best/procurement-system-software (12 answers)
- https://siit.io/blog/best-procurement-software (11 answers)
- https://learn.g2.com/best-purchasing-software (10 answers)

## Warned against

- SAP Ariba: 17 of 72 labels negative. "with SAP Ariba being the clearest "caution" case ... the supplier-hostile fee structure alone should give you serious pause." (DeepSeek V4 Flash, negative prompt)
- Coupa: 13 of 71 labels negative. "Criticized for internal disconnection between modules ... "huge dumpster fire of a platform" for enterprises with complex needs." (Mistral Small, negative prompt)
- Procurify: 6 of 14 labels negative. "usually avoid as a primary procurement platform... The clearest examples in the results are Procurify, Precoro, and Oboloo" (Perplexity Sonar, negative prompt)
- Ivalua: 6 of 55 labels negative. "avoid:
- ❌ SAP Ariba (unpredictable supplier fees)
- ❌ Ivalua (high implementation variance)" (DeepSeek V4 Flash, budget prompt)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: Coupa at 41%.

- SAP Ariba: 36% to 31%, −5. Inside the floor by 5 points · rank 2 of 46, unchanged.
- Oracle Fusion Cloud Procurement: 2% to 6%, +4. Inside the floor by 6 points · rank 6 → 4 of 46.
- GEP SMART: 2% to 6%, +4. Inside the floor by 6 points · rank 5 of 46, unchanged.
- Coupa: 42% to 41%, −1. Inside the floor by 9 points · rank 1 of 46, unchanged.
- Ivalua: 9% to 10%, +1. Inside the floor by 9 points · rank 3 of 46, unchanged.
- Zip: 2% to 2%, ±0. Inside the floor by 10 points · rank 7 → 6 of 46.
- Jaggaer: 0% to 0%, ±0. Inside the floor by 10 points · rank 10 → 9 of 46.
- Procurify: 0% to 0%, ±0. Inside the floor by 10 points · rank 21 → 44 of 46.

## 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.