# Rossum vs Google Document AI: 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 Google Document AI. Page: https://it-ai-index.com/it-data/intelligent-document-processing/rossum-vs-google-document-ai/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Rossum | 16% | #2 of 11 | 8% | 37 | 14 of 14 |
| Google Document AI | 6% | #4 of 11 | 13% | 23 | 12 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)
- GPT-6 Luna: neither first, one named (first choices: ABBYY Vantage) (alternatives: Azure AI Document Intelligence, Google Document AI)
- Llama 4 Maverick: neither named (first choices: Nanonets)
- MiniMax M2.5: neither named (alternatives: ABBYY Vantage, Amazon Textract, Automation Anywhere, Azure AI Document Intelligence, Docsumo, UiPath Document Understanding)

## 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 Google Document AI

- "center on managed analysis APIs, so buyers assemble most of the operational queue, review, routing, and export application around them" (Claude Haiku 4.5, comparative prompt, soft negative)
- "Users report pricing issues that hinder adoption for smaller businesses; costs can escalate unpredictably" (DeepSeek V4 Flash, negative prompt, soft negative)
- "Google Cloud Document AI" (Gemini 3.5 Flash, negative prompt, soft negative)
- "My practical pick: Google Document AI if you want a strong cloud-native option with a free tier and transparent usage pricing." (GPT-5.4 mini, budget prompt, first choice)
- "Go with Google Cloud Document AI or Azure AI Document Intelligence. Their free tiers are highly generous" (Gemini 3.5 Flash, budget prompt, first choice)
- "I would suggest starting with Google Cloud Document AI or Amazon Textract" (MiniMax M2.5, budget prompt, first choice)

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.