# Loopfour: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/finance/vendors/loopfour

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Accounts payable automation](https://www.gane.ai/index/finance/spend/accounts-payable-automation/index.md) | 0% | 83 | 100% | 1 |

## And against it

- "Occasional bugs and poor UX<br>• Very steep learning curve<br>• Limited customization options" (GLM 4.7 FlashX, Accounts payable automat)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Loopfour, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- auxiliobits.com: 1
- avidxchange.com: 1
- basware.com: 1
- capterra.com: 1
- cloudxdpo.com: 1
- finstackk.com: 1
- finzomo.com: 1
- g2.com: 1
- getapp.co.uk: 1
- learn.g2.com: 1

### Pages cited

- https://auxiliobits.com/blog/ap-automation-failure: 1
- https://avidxchange.com/blog/accounts-payable-ap-automation-mistakes-to-avoid: 1
- https://basware.com/en/solutions/ap-automation/ap-automation-challenges: 1
- https://capterra.com/p/167772/AP-Automation/reviews: 1
- https://cloudxdpo.com/blog/8-reasons-businesses-avoid-ap-automation: 1
- https://finstackk.com/articles/best-accounts-payable-automation-software: 1
- https://finzomo.com/best/ap-automation-software: 1
- https://g2.com/categories/ap-automation: 1

## What it publishes

Every page loopfour.ai exposes, read 2026-09-29: 725 addresses. By kind, pages and the last 90 days:

- blog: 288 pages, 156 in the last 90 days, latest 2026-09-28
- case study: 1 pages, 1 in the last 90 days, latest 2026-08-28
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 26 pages, 18 in the last 90 days, latest 2026-09-18
- template or tool: 21 pages, 4 in the last 90 days, latest 2026-09-14
- glossary or explainer: 30 pages, 29 in the last 90 days, latest 2026-09-26
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: Month end close automation https://blog.loopfour.ai/blog/month-end-close-automation/
- Recent: 2026-09-28 blog: Three way matching accounts payable https://loopfour.ai/blog/three-way-matching-accounts-payable
- Recent: 2026-09-27 blog: Ai agent security https://blog.loopfour.ai/blog/ai-agent-security/
- Recent: 2026-09-27 blog: Creator payout reconciliation https://loopfour.ai/blog/creator-payout-reconciliation
- Recent: 2026-09-26 blog: Revenue recognition principle example https://blog.loopfour.ai/blog/revenue-recognition-principle-example/
- Recent: 2026-09-26 glossary or explainer: What is accounts payable https://loopfour.ai/blog/what-is-accounts-payable

## 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.