# Kolena: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/kolena

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Intelligent document processing](https://www.gane.ai/index/it/it-data/intelligent-document-processing/index.md) | 0% | 103 | 50% | 2 |

## And against it

- "it has per-run file and page caps, and its pricing is not published" (Llama 4 Maverick, Document processing)

## 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 | 1 | 1 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Kolena, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- kolena.com: 3 (its own site)
- affinda.com: 2
- deepknit.ai: 2
- klearstack.com: 2
- llamaindex.ai: 2
- abbyy.com: 1
- cio.economictimes.indiatimes.com: 1
- ciopages.com: 1
- deepusecase.com: 1
- docsumo.com: 1

### Pages cited

- https://kolena.com/blog/best-intelligent-document-processing-solutions-top-14-in-2026: 3
- https://affinda.com/blog/different-idp-providers: 2
- https://deepknit.ai/blog/comparing-intelligent-document-processing-providers: 2
- https://klearstack.com/blogs/best-intelligent-document-processing-software: 2
- https://llamaindex.ai/blog/intelligent-document-processing-platform: 2
- https://abbyy.com/flexicapture: 1
- https://cio.economictimes.indiatimes.com/amp/tools/7-best-idp-solutions-for-enterprises/129815597: 1
- https://ciopages.com/buyer-guides/intelligent-document-processing: 1

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.