# Procure-to-pay: 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 a mid-market B2B company. Page: https://www.gane.ai/index/finance/spend/procure-to-pay/2026-11

**Standing:** Procurify leads with 43% of first choices; verdict clear leader. 54 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) | 43% | 4% | 57 |
| 2 | [Precoro](https://www.gane.ai/index/finance/vendors/precoro/index.md) | 39% | 2% | 51 |
| 4 | [Ramp](https://www.gane.ai/index/finance/vendors/ramp/index.md) | 4% | 6% | 18 |
| 9 | [Coupa](https://www.gane.ai/index/finance/vendors/coupa/index.md) | 2% | 44% | 55 |
| 10 | [Zip](https://www.gane.ai/index/finance/vendors/zip/index.md) | 0% | 4% | 23 |
| 11 | [Tradogram](https://www.gane.ai/index/finance/vendors/tradogram/index.md) | 0% | 0% | 17 |
| 12 | [Jaggaer](https://www.gane.ai/index/finance/vendors/jaggaer/index.md) | 0% | 17% | 18 |
| 13 | [GEP SMART](https://www.gane.ai/index/finance/vendors/gep-smart/index.md) | 0% | 23% | 22 |
| 14 | [Ivalua](https://www.gane.ai/index/finance/vendors/ivalua/index.md) | 0% | 22% | 18 |
| 16 | [Oracle Fusion Cloud Procurement](https://www.gane.ai/index/finance/vendors/oracle-fusion-cloud-procurement/index.md) | 0% | 27% | 22 |
| 18 | [Tipalti](https://www.gane.ai/index/finance/vendors/tipalti/index.md) | 0% | 10% | 10 |
| 114 | [SAP Ariba](https://www.gane.ai/index/finance/vendors/sap-ariba/index.md) | 0% | 54% | 52 |

Rank is by share of first choices among all 114 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: Procurify, Ramp; alternatives Stampli, Tipalti
- Gemini 3.5 Flash: Procurify; alternatives Airbase, Coupa, Precoro, Ramp
- Perplexity Sonar: Payhawk; alternatives Medius, Precoro, Procurify, Spendesk
- Grok 4.20: Procurify; alternatives Coupa, Precoro, Stampli
- Mistral Small: Precoro, Procurify; alternatives ProcureDesk
- DeepSeek V4 Flash: Procurify; alternatives Precoro, Ramp, Stampli
- Llama 4 Maverick: Procurify; alternatives Coupa, Precoro, Vertice
- Qwen 3.7 Flash: Precoro, Procurify; alternatives Coupa, SAP Ariba Snap
- Kimi K2: Procurify; alternatives Precoro, Ramp
- GLM 4.7 FlashX: Procurify; alternatives Airbase, Fraxion, Precoro
- MiniMax M2.5: Precoro, Procurify; alternatives Sage Intacct, Zip
- GPT-6 Luna: Procurify; alternatives Coupa, Precoro, Tipalti
- Muse Glimmer 30B: Procurify; alternatives Medius, Precoro

## Sources the answers cite

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

- mindsprint.com: 33 answers, 37 citations
- g2.com: 23 answers, 37 citations
- payhawk.com: 22 answers, 28 citations
- capterra.com: 19 answers, 24 citations
- softwareadvice.com: 17 answers, 23 citations
- getapp.com: 16 answers, 28 citations
- procurify.com: 16 answers, 26 citations
- precoro.com: 16 answers, 20 citations

Pages named in the most answers:

- https://mindsprint.com/resources/blogs/b2b-procurement-platform (28 answers)
- https://payhawk.com/en-us/blog/how-to-choose-p2p-solution (16 answers)
- https://zapier.com/blog/procurement-software (12 answers)
- https://capterra.co.uk/directory/32895/procure-to-pay/software (11 answers)
- https://bill.com/blog/best-procurement-software (9 answers)
- https://cflowapps.com/procure-to-pay-solutions (9 answers)
- https://getapp.com/all-software/procure-to-pay (9 answers)
- https://payhawk.com/en-us/blog/best-procurement-software (9 answers)
- https://softwareadvice.com/procure-to-pay (9 answers)
- https://vertice.one/blog/best-procure-to-pay-platforms (9 answers)

## Warned against

- SAP Ariba: 28 of 52 labels negative. "it is wise to avoid or be very cautious with SAP Ariba, Coupa, Jaggaer, Ivalua, GEP SMART, and Oracle Fusion Cloud Procurement" (Mistral Small, negative prompt)
- Coupa: 24 of 55 labels negative. "Coupa is frequently recommended only for large, complex procurement needs... enterprise-only, with high costs and outdated interfaces" (Mistral Small, negative prompt)
- Oracle Fusion Cloud Procurement: 6 of 22 labels negative. "Avoid Enterprise Suites: Platforms like Coupa, SAP Ariba, or Oracle Fusion" (Qwen 3.7 Flash, budget prompt)
- GEP SMART: 5 of 22 labels negative. "Another platform recommended only for large, complex procurement environments." (Mistral Small, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: Procurify at 43%.

- Precoro: 19% to 39%, +20. Cleared the floor by 10 points · rank 2 of 114, unchanged.
- Ramp: 12% to 4%, −8. Inside the floor by 2 points · rank 3 → 4 of 114.
- Tradogram: 5% to 0%, −5. Inside the floor by 5 points · rank 4 → 11 of 114.
- Spendwise: 3% to 0%, −3. Inside the floor by 7 points · rank 5 → 27 of 114.
- Zip: 2% to 0%, −2. Inside the floor by 8 points · rank 9 → 10 of 114.
- ProcureDesk: 2% to 0%, −2. Inside the floor by 8 points · rank 8 → 26 of 114.
- Procurify: 42% to 43%, +1. Inside the floor by 9 points · rank 1 of 114, unchanged.
- Coupa: 3% to 2%, −1. Inside the floor by 9 points · rank 7 → 9 of 114.
- Jaggaer: 0% to 0%, ±0. Inside the floor by 10 points · rank 17 → 12 of 114.
- GEP SMART: 0% to 0%, ±0. Inside the floor by 10 points · rank 16 → 13 of 114.
- Ivalua: 0% to 0%, ±0. Inside the floor by 10 points · rank 15 → 14 of 114.
- Oracle Fusion Cloud Procurement: 0% to 0%, ±0. Inside the floor by 10 points · rank 19 → 16 of 114.

## 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.