# Intelligent document processing for enterprise buyers: what AI models recommend, October 2026

IT AI Recommendation Index, October 2026 Edition. Asked as "intelligent document processing platform" and as "IDP software", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/it-data/intelligent-document-processing/enterprise/

**Standing:** ABBYY Vantage leads with 43% of first choices; verdict clear leader. 47 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | ABBYY Vantage | 43% | 10% | 51 |
| 2 | UiPath Document Understanding | 13% | 17% | 52 |
| 3 | Rossum | 9% | 10% | 31 |
| 4 | Hyperscience Hypercell | 4% | 8% | 39 |
| 5 | Tungsten Automation | 2% | 10% | 20 |
| 6 | Infrrd | 0% | 8% | 12 |
| 7 | Automation Anywhere | 0% | 20% | 10 |
| 8 | Google Document AI | 0% | 34% | 29 |
| 9 | Azure AI Document Intelligence | 0% | 53% | 15 |
| 10 | Amazon Textract | 0% | 44% | 27 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: ABBYY Vantage, UiPath Platform; alternatives Google Document AI, Hyperscience Hypercell, Microsoft Azure AI Document Intelligence
- Gemini 3.5 Flash: UiPath Document Understanding; alternatives ABBYY Vantage, Coupa, Hyperscience Hypercell, Infrrd
- Perplexity Sonar: ABBYY Vantage; alternatives Docsumo, Instabase, OpenText Core Capture, UiPath Document Understanding
- Grok 4.1 Fast: ABBYY Vantage; alternatives Hyperscience Hypercell, Tungsten Automation, UiPath Document Understanding
- Mistral Small: ABBYY Vantage, UiPath Document Understanding; alternatives Amazon Textract, Kognitos
- DeepSeek V4 Flash: ABBYY Vantage; alternatives Hyperscience Hypercell, ServiceNow, UiPath Document Understanding
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: UiPath Document Understanding; alternatives ABBYY FlexiCapture, Billtrust, Google Document AI, Microsoft Copilot
- Kimi K2: ABBYY Vantage, Rossum; alternatives Hyperscience Hypercell, UiPath Document Understanding
- GLM 4.7 FlashX: ServiceNow; alternatives ABBYY Vantage, Automation Anywhere, Hyperscience Hypercell, Infrrd
- MiniMax M2.5: no first choice
- GPT-6 Luna: ABBYY Vantage; alternatives Amazon Textract, Azure AI Document Intelligence, Google Document AI, UiPath Document Understanding
- Muse Glimmer 30B: ABBYY Vantage; alternatives Amazon Textract, Docsumo, Rossum, UiPath Document Understanding

## 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:

- llamaindex.ai: 35 answers, 62 citations
- docsumo.com: 29 answers, 34 citations
- abbyy.com: 26 answers, 44 citations
- gartner.com: 22 answers, 28 citations
- guideflow.com: 21 answers, 21 citations
- raftlabs.com: 21 answers, 21 citations
- doxis.com: 20 answers, 23 citations
- kognitos.com: 20 answers, 20 citations

Pages named in the most answers:

- https://llamaindex.ai/insights/best-idp-tools (26 answers)
- https://docsumo.com/blog/the-best-intelligent-document-processing-software (22 answers)
- https://llamaindex.ai/insights/enterprise-idp-software (22 answers)
- https://raftlabs.com/blog/top-intelligent-document-processing-companies (21 answers)
- https://guideflow.com/blog/intelligent-document-processing-software (19 answers)
- https://doxis.com/en/blog/best-idp-software (18 answers)
- https://gartner.com/reviews/market/intelligent-document-processing-solutions (17 answers)
- https://technovapartners.com/en/insights/best-intelligent-document-processing-software-2026 (17 answers)
- https://grooper.com/blog_posts/intelligent-document-processing-vendors (16 answers)
- https://cio.economictimes.indiatimes.com/tools/7-best-idp-solutions-for-enterprises/129815597 (15 answers)

## Warned against

- Amazon Textract: 12 of 27 labels negative. "All follow similar per-page consumption models. Not viable for predictable enterprise budgeting." (DeepSeek V4 Flash, budget prompt)
- UiPath Document Understanding: 9 of 52 labels negative. "The "Seat Tax" Platforms to Avoid at This Scale ... Multiplying a $15–$45/user/month license across thousands of employees will rapidly destroy your project's ROI." (Gemini 3.5 Flash, budget prompt)
- Azure AI Document Intelligence: 8 of 15 labels negative. "Why Not Cloud Infrastructure (Azure/AWS)? ... these costs scale linearly and unpredictably" (Qwen 3.7 Flash, budget prompt)
- Google Document AI: 10 of 29 labels negative. "they bill purely on consumption ... can lead to severe monthly "bill shock"" (Gemini 3.5 Flash, budget prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.