# Rossum vs Amazon Textract: which do AI models recommend for document processing, October 2026

IT AI Recommendation Index, October 2026 Edition, Intelligent document processing. Four of fourteen models named Rossum first on the direct prompt; zero named Amazon Textract. Page: https://it-ai-index.com/it-data/intelligent-document-processing/rossum-vs-amazon-textract/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Rossum | 16% | #2 of 11 | 8% | 37 | 14 of 14 |
| Amazon Textract | 4% | #6 of 11 | 14% | 28 | 13 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: rossum first (first choices: Rossum) (alternatives: ABBYY Vantage, Automation Anywhere, Hyperscience Hypercell, UiPath Document Understanding)
- Mistral Small: rossum first (first choices: Rossum, UiPath Document Understanding) (alternatives: Flowwright, Nanonets, OpenText Intelligent Document Processing)
- Qwen 3.7 Flash: rossum first (first choices: Rossum) (alternatives: Nanonets, UiPath Document Understanding)
- Muse Glimmer 30B: rossum first (first choices: Rossum) (alternatives: Doxis AI.dp, Klippa DocHorizon, Nanonets)
- Claude Haiku 4.5: neither first, one named (first choices: Nanonets) (alternatives: ABBYY Vantage, Amazon Textract, Rossum)
- Gemini 3.5 Flash: neither first, one named (first choices: Nanonets) (alternatives: Affinda, Docsumo, Rossum)
- Perplexity Sonar: neither first, one named (first choices: Nanonets) (alternatives: ABBYY Vantage, Automation Anywhere, Rossum, UiPath Document Understanding)
- Grok 4.1 Fast: neither first, one named (first choices: ABBYY Vantage) (alternatives: Amazon Textract, Google Document AI, Rossum, UiPath Document Understanding)
- DeepSeek V4 Flash: neither first, one named (first choices: Docsumo, Nanonets) (alternatives: ABBYY Vantage, Rossum)
- Kimi K2: neither first, one named (first choices: Nanonets) (alternatives: ABBYY Vantage, Rossum, UiPath Document Understanding)
- GLM 4.7 FlashX: neither first, one named (first choices: Nanonets) (alternatives: DigiParser, Rossum)
- MiniMax M2.5: neither first, one named (alternatives: ABBYY Vantage, Amazon Textract, Automation Anywhere, Azure AI Document Intelligence, Docsumo, UiPath Document Understanding)
- Llama 4 Maverick: neither named (first choices: Nanonets)
- GPT-6 Luna: neither named (first choices: ABBYY Vantage) (alternatives: Azure AI Document Intelligence, Google Document AI)

## What the models said about Rossum

- "Avoid enterprise platforms like ABBYY, Rossum, or UiPath for now" (Qwen 3.7 Flash, budget prompt, hard negative)
- "Rossum is worth evaluating, but it was acquired by Coupa on May 12, 2026. I'd check product roadmap, contract terms, and integration support" (GPT-6 Luna, direct prompt, soft negative)
- "dramatically cheaper than enterprise IDP platforms like Rossum ($18,000+/year minimum)" (DeepSeek V4 Flash, budget prompt, soft negative)
- "Rossum is the most cited mid-market pick. Low-code invoice workflows, usable review flows plus workflow automation, from $18,000/year." (Muse Glimmer 30B, direct prompt, first choice)
- "Rossum - Offers low-code invoice workflows and usable review flows plus workflow automation, starting at $18,000/year." (Llama 4 Maverick, budget prompt, first choice)
- "UiPath and Rossum are top choices due to their accuracy, scalability, and ease of integration" (Mistral Small, direct prompt, first choice)

## What the models said about Amazon Textract

- "Avoid if you are non-technical: Azure AI and AWS Textract" (Qwen 3.7 Flash, negative prompt, hard negative)
- "Be especially cautious if... custom extraction is developer-centric and that handwriting and language support need testing." (GPT-6 Luna, negative prompt, soft negative)
- ""Raw" Cloud Provider APIs (Without a Custom Interface) * Examples: Standalone use of AWS Textract" (Gemini 3.5 Flash, negative prompt, soft negative)
- "I would suggest starting with Google Cloud Document AI or Amazon Textract" (MiniMax M2.5, budget prompt, first choice)
- "If cost is the primary constraint, Amazon Textract is hard to beat" (Claude Haiku 4.5, budget prompt, first choice)
- "If you're already on AWS and need just extraction APIs, Textract's 3-month free tier and pay-per-page model is the cheapest to trial." (Muse Glimmer 30B, budget prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.