# Accounts payable automation: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "accounts payable automation software" and as "invoice processing automation", 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/accounts-payable-automation/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This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/accounts-payable-automation/index.md

**Standing:** Ramp (tied with Stampli) leads with 22% of first choices; verdict contested. 59 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Ramp](https://www.gane.ai/index/finance/vendors/ramp/index.md) | 22% | 9% | 45 |
| 2 | [Stampli](https://www.gane.ai/index/finance/vendors/stampli/index.md) | 22% | 5% | 42 |
| 3 | [BILL Accounts Payable](https://www.gane.ai/index/finance/vendors/bill-accounts-payable/index.md) | 20% | 25% | 61 |
| 4 | [Tipalti](https://www.gane.ai/index/finance/vendors/tipalti/index.md) | 10% | 10% | 50 |
| 5 | [AvidXchange](https://www.gane.ai/index/finance/vendors/avidxchange/index.md) | 5% | 8% | 37 |
| 6 | [Melio](https://www.gane.ai/index/finance/vendors/melio/index.md) | 5% | 5% | 19 |
| 7 | [Medius](https://www.gane.ai/index/finance/vendors/medius/index.md) | 3% | 0% | 23 |
| 10 | [Airbase](https://www.gane.ai/index/finance/vendors/airbase/index.md) | 2% | 18% | 11 |
| 22 | [Coupa](https://www.gane.ai/index/finance/vendors/coupa/index.md) | 0% | 29% | 14 |
| 45 | [SAP Concur](https://www.gane.ai/index/finance/vendors/sap-concur/index.md) | 0% | 38% | 13 |

Rank is by share of first choices among all 54 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: AvidXchange, MineralTree; alternatives Medius, Stampli, Tipalti
- GPT-5.4 mini: Tipalti; alternatives AvidXchange, Basware, Medius
- Gemini 3.5 Flash: Stampli; alternatives AvidXchange, Medius, Ramp, Tipalti
- Perplexity Sonar: Stampli, Tipalti; alternatives AvidXchange, BILL Accounts Payable, Corpay Complete
- Grok 4.20: BILL Accounts Payable, Stampli; alternatives AvidXchange, Ramp, Tipalti
- Mistral Small: Medius, Tipalti; alternatives BILL Accounts Payable, Quadient AP, Softco
- DeepSeek V4 Flash: Stampli; alternatives Airbase, AvidXchange, Tipalti
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: BILL Accounts Payable; alternatives AvidXchange, Spendful, Tipalti, Vasario
- Kimi K2: BILL Accounts Payable, Stampli; alternatives Quadient AP, Ramp, Tipalti
- GLM 4.7 FlashX: HighRadius; alternatives AvidXchange, BILL Accounts Payable, Payhawk, Quadient AP
- MiniMax M2.5: Stampli, Tipalti; alternatives BILL Accounts Payable, HighRadius, Ramp, Sage Intacct
- GPT-6 Luna: Stampli; alternatives AvidXchange, BILL Accounts Payable, Ramp, Tipalti
- Muse Glimmer 30B: Airbase, AvidXchange; alternatives BILL Accounts Payable, Medius, MineralTree, a Global Payments company, Quadient AP

## Sources the answers cite

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

- ramp.com: 46 answers, 88 citations
- g2.com: 41 answers, 64 citations
- medius.com: 36 answers, 60 citations
- bill.com: 29 answers, 38 citations
- tipalti.com: 28 answers, 38 citations
- corpay.com: 26 answers, 45 citations
- stampli.com: 25 answers, 35 citations
- highradius.com: 21 answers, 29 citations

Pages named in the most answers:

- https://medius.com/blog/top-ap-automation-software-compared-features-fit-and-tradeoffs (33 answers)
- https://g2.com/categories/ap-automation (32 answers)
- https://ramp.com/blog/accounts-payable/best-accounts-payable-automation-software (25 answers)
- https://corpay.com/resources/blog/best-ap-automation-software (21 answers)
- https://payhawk.com/en-us/blog/best-accounts-payable-software (19 answers)
- https://learn.g2.com/best-accounts-payable-automation-software (15 answers)
- https://bill.com/blog/best-accounts-payable-software (14 answers)
- https://ramp.com/blog/accounts-payable/ap-automation-tools-for-mid-sized-businesses (13 answers)
- https://zoneandco.com/articles/top-ap-automation-software-solutions (12 answers)
- https://techrepublic.com/article/best-accounts-payable-software (12 answers)

## Warned against

- BILL Accounts Payable: 15 of 61 labels negative. "Multiple users complain about Bill.com's practice of holding funds for extended periods — up to a week — before releasing them, which affects cash flow." (Muse Glimmer 30B, negative prompt)
- Tipalti: 5 of 50 labels negative. "What to avoid on a tight budget:- Enterprise-oriented products like Tipalti and Coupa generally start much higher" (Perplexity Sonar, budget prompt)
- Ramp: 4 of 45 labels negative. "Ramp can be cost-effective for card-first teams, but finance teams needing robust, real-time AP-to-ERP workflows ... often find the AP layer thin." (Muse Glimmer 30B, negative prompt)
- SAP Concur: 5 of 13 labels negative. "They are built for massive organizations and are often a poor fit for mid-market or rapidly scaling businesses." (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: Stampli (19%) to Ramp (22%). Margin 2 points, within noise.

- Melio: 19% to 4%, −15. Cleared the floor by 5 points · rank 3 → 7 of 50.
- AvidXchange: 12% to 4%, −8. Inside the floor by 2 points · rank 5 of 50, unchanged.
- Ramp: 16% to 22%, +6. Inside the floor by 4 points · rank 4 → 1 of 50.
- Tipalti: 7% to 12%, +5. Inside the floor by 5 points · rank 6 → 4 of 50.
- BILL Accounts Payable: 19% to 22%, +3. Inside the floor by 7 points · rank 2 of 50, unchanged.
- Stampli: 19% to 20%, +1. Inside the floor by 9 points · rank 1 → 3 of 50.
- Medius: 5% to 4%, −1. Inside the floor by 9 points · rank 7 → 6 of 50.
- Airbase: 0% to 0%, ±0. Inside the floor by 10 points · rank 13 → 17 of 50.
- Coupa: 0% to 0%, ±0. Inside the floor by 10 points · rank 10 → 36 of 50.
- SAP Concur: 0% to 0%, ±0. Inside the floor by 10 points · rank 20 → 44 of 50.

## 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.