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

Gane Index, November 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 November 2026 Edition. Page: https://www.gane.ai/index/it/it-data/intelligent-document-processing/2026-11/enterprise

**Standing:** ABBYY Vantage leads with 38% of first choices; verdict contested. 50 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [ABBYY Vantage](https://www.gane.ai/index/it/vendors/abbyy-vantage/index.md) | 38% | 6% | 52 |
| 2 | [Hyperscience Hypercell](https://www.gane.ai/index/it/vendors/hyperscience-hypercell/index.md) | 12% | 7% | 46 |
| 4 | [UiPath Document Understanding](https://www.gane.ai/index/it/vendors/uipath-document-understanding/index.md) | 10% | 20% | 55 |
| 6 | [Rossum](https://www.gane.ai/index/it/vendors/rossum/index.md) | 4% | 18% | 40 |
| 7 | [ServiceNow](https://www.gane.ai/index/it/vendors/servicenow/index.md) | 4% | 18% | 11 |
| 9 | [Microsoft Azure AI Document Intelligence](https://www.gane.ai/index/it/vendors/microsoft-azure-ai-document-intelligence/index.md) | 2% | 23% | 13 |
| 14 | [Tungsten Automation](https://www.gane.ai/index/it/vendors/tungsten-automation/index.md) | 0% | 6% | 16 |
| 16 | [Automation Anywhere](https://www.gane.ai/index/it/vendors/automation-anywhere/index.md) | 0% | 21% | 19 |
| 21 | [Azure AI Document Intelligence](https://www.gane.ai/index/it/vendors/azure-ai-document-intelligence/index.md) | 0% | 33% | 18 |
| 27 | [Amazon Textract](https://www.gane.ai/index/it/vendors/amazon-textract/index.md) | 0% | 39% | 28 |
| 85 | [Google Document AI](https://www.gane.ai/index/it/vendors/google-document-ai/index.md) | 0% | 44% | 27 |

Rank is by share of first choices among all 103 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

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

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: ABBYY Vantage; alternatives Amazon Textract, Google Document AI, UiPath Document Understanding
- Gemini 3.5 Flash: ABBYY Vantage, Hyperscience Hypercell; alternatives Amazon Textract, Indico Data, Infrrd, Microsoft Azure AI Document Intelligence
- Perplexity Sonar: ABBYY Vantage; alternatives Grooper, Hypatos, Hyperscience Hypercell, Rossum
- Grok 4.20: ABBYY Vantage / FlexiCapture; alternatives Automation Anywhere, Hyperscience Hypercell
- Mistral Small: ABBYY Vantage; alternatives Hypatos, Microsoft Azure AI Document Intelligence, Rossum, UiPath Document Understanding
- DeepSeek V4 Flash: UiPath Document Understanding; alternatives ABBYY Vantage, Automation Anywhere, Hyperscience Hypercell, ServiceNow
- Llama 4 Maverick: ABBYY Vantage; alternatives Hyperscience Hypercell, Rossum, UiPath Document Understanding
- Qwen 3.7 Flash: ServiceNow, UiPath Document Understanding; alternatives ABBYY FlexiCapture, Automation Anywhere, Hyperscience Hypercell, Microsoft
- Kimi K2: UiPath Document Understanding; alternatives ABBYY Vantage, Automation Anywhere IQ Bot, Hyperscience Hypercell, Rossum
- GLM 4.7 FlashX: ServiceNow; alternatives ABBYY Vantage, Automation Anywhere, Hyperscience Hypercell, UiPath Document Understanding
- MiniMax M2.5: ABBYY Vantage; alternatives Hyperscience Hypercell, UiPath Document Understanding
- GPT-6 Luna: ABBYY Vantage; alternatives Rossum, UiPath Document Understanding
- Muse Glimmer 30B: ABBYY Vantage; alternatives Tungsten Automation TotalAgility, UiPath Document Understanding

## Sources the answers cite

77 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- research.isg-one.com: 29 answers, 45 citations
- hypatos.ai: 24 answers, 32 citations
- g2.com: 20 answers, 24 citations
- docsumo.com: 19 answers, 23 citations
- abbyy.com: 18 answers, 24 citations
- ciopages.com: 17 answers, 17 citations
- idp-software.com: 16 answers, 18 citations
- grooper.com: 16 answers, 16 citations

Pages named in the most answers:

- https://research.isg-one.com/buyers-guide/digital_technology/intelligent_document_processing/2024 (25 answers)
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-intelligent-document-processing-classifies-and-rates-software-providers (20 answers)
- https://ciopages.com/buyer-guides/intelligent-document-processing (17 answers)
- https://docsumo.com/blog/the-best-intelligent-document-processing-software (16 answers)
- https://grooper.com/blog_posts/intelligent-document-processing-vendors (16 answers)
- https://hypatos.ai/knowledge-base/intelligent-document-processing-platforms (14 answers)
- https://avasant.com/report/intelligent-document-processing-platforms-2024-2025-radarview (13 answers)
- https://gane.ai/index/it/it-data/intelligent-document-processing/enterprise (12 answers)
- https://guideflow.com/blog/intelligent-document-processing-software (10 answers)
- https://my.idc.com/getdoc.jsp?containerId=US53014125 (10 answers)

## Warned against

- Google Document AI: 12 of 27 labels negative. "Per-page consumption pricing models make budgeting unpredictable... Prebuilt processors are closed systems with limited customization" (Kimi K2, negative prompt)
- UiPath Document Understanding: 11 of 55 labels negative. "Comparison table: UiPath Document Understanding = ❌ Limited On-Premise Deployment, ❌ No Deterministic/Auditable Outputs" (Muse Glimmer 30B, negative prompt)
- Amazon Textract: 11 of 28 labels negative. "Textract tends to produce verbose and sometimes redundant outputs, its performance on visually complex or degraded documents can be inconsistent, and costs can scale quickly" (Claude Haiku 4.5, negative prompt)
- Rossum: 7 of 40 labels negative. "Rossum is another platform frequently mentioned as one to avoid for now" (Mistral Small, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: ABBYY Vantage at 38%.

- Hyperscience Hypercell: 4% to 12%, +8. Inside the floor by 3 points · rank 4 → 2 of 103.
- ABBYY Vantage: 43% to 38%, −5. Inside the floor by 6 points · rank 1 of 103, unchanged.
- Rossum: 9% to 4%, −5. Inside the floor by 6 points · rank 3 → 6 of 103.
- UiPath Document Understanding: 13% to 10%, −3. Inside the floor by 8 points · rank 2 → 4 of 103.
- ServiceNow: 2% to 4%, +2. Inside the floor by 9 points · rank 8 → 7 of 103.
- Microsoft Azure AI Document Intelligence: 0% to 2%, +2. Inside the floor by 9 points · rank 20 → 9 of 103.
- Tungsten Automation: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 14 of 103.
- Automation Anywhere: 0% to 0%, ±0. Inside the floor by 11 points · rank 22 → 16 of 103.
- Azure AI Document Intelligence: 0% to 0%, ±0. Inside the floor by 11 points · rank 77 → 21 of 103.
- Amazon Textract: 0% to 0%, ±0. Inside the floor by 11 points · rank 76 → 27 of 103.
- Infrrd: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 → 30 of 103.
- Google Document AI: 0% to 0%, ±0. Inside the floor by 11 points · rank 23 → 85 of 103.

## 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.