# Excel-based cash application: 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/excel-based-cash-application

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cash application](https://www.gane.ai/index/finance/receivables/cash-application/index.md) | 0% | 87 | 100% | 1 |

## And against it

- "Excel-based cash application is a major red flag: it's error-prone, not auditable" (DeepSeek V4 Flash, Cash application)

## 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 | 1 | 1 |
| 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 | 0 | 0 |
| 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 Excel-based cash application, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- ai.g2.com: 1
- bbb.org: 1
- billtrust.com: 1
- capterra.com: 1
- capterra.in: 1
- capterra.it: 1
- centime.com: 1
- emagia.com: 1
- g2.com: 1
- glassdoor.sg: 1

### Pages cited

- https://ai.g2.com/product/billtrust: 1
- https://bbb.org/us/tx/houston/profile/computer-software/highradius-corporation-0915-90072639: 1
- https://billtrust.com/: 1
- https://capterra.com/p/10026511/Cash-Application: 1
- https://capterra.com/p/127948/ReceivablesRadius/reviews: 1
- https://capterra.com/p/139184/Billtrust-Invoice-Management/reviews: 1
- https://capterra.com/p/246167/Cash-App: 1
- https://capterra.com/p/246167/Cash-App/reviews: 1

## 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.