# Docnova: 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/docnova

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Accounts receivable automation](https://www.gane.ai/index/finance/receivables/accounts-receivable-automation/index.md) | 0% | 61 | 0% | 1 |

## 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 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| 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 Docnova, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- docnova.ai: 2 (its own site)
- sourceforge.net: 2
- accountable.eu: 1
- activecollab.com: 1
- cnbc.com: 1
- fitsmallbusiness.com: 1
- forbes.com: 1
- getswipe.in: 1
- github.com: 1
- invoicely.com: 1

### Pages cited

- https://accountable.eu/en-be/blog/best-e-invoicing-software: 1
- https://activecollab.com/blog/growth/best-e-invoicing-software-tools: 1
- https://cnbc.com/select/best-invoicing-software-for-small-businesses: 1
- https://docnova.ai/germany-e-invoicing-software: 1
- https://docnova.ai/top-5-ar-automation-tools-2026: 1
- https://fitsmallbusiness.com/best-invoicing-software: 1
- https://forbes.com/advisor/business/software/best-invoicing-software: 1
- https://getswipe.in/blog/listing/15-best-invoicing-software-2026: 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.