
Unlock the Power of Your Documents with Mistral OCR —— A New Standard in Document Understanding

MISTRAL OCR Team
March 1, 2025
The world is awash in data, and a staggering 90% of organizational data is locked within documents. Extracting and utilizing this information has always been a key driver of human progress, from ancient hieroglyphs to the modern digital age. Now, Mistral AI is ushering in the next leap with Mistral OCR, a groundbreaking Optical Character Recognition API that redefines document understanding.
What is Mistral OCR?
Mistral OCR isn't just another OCR tool. It's a sophisticated system designed to comprehend every element within complex documents, including:
- Text: Extracts text with unparalleled accuracy.
- Media: Identifies and extracts images alongside text.
- Tables: Accurately recognizes and structures tabular data.
- Equations: Understands mathematical expressions and advanced formatting like LaTeX.
It takes images and PDFs as input and outputs ordered, interleaved text and images. This makes it perfectly suited for integration with Retrieval-Augmented Generation (RAG) systems, allowing you to leverage the full potential of multimodal documents like slide decks and complex PDFs.
Why is Mistral OCR So Powerful? The Highlights:
Mistral OCR stands out from the crowd thanks to these key features:
- State-of-the-Art Understanding: Excels in handling complex document layouts, including scientific papers with charts, graphs, and figures.
- Natively Multilingual & Multimodal: Processes thousands of scripts, fonts, and languages, making it ideal for global organizations. It also handles both text and images seamlessly.
- Top-Tier Benchmarks: Consistently outperforms leading OCR models in accuracy.
- Fastest in its Category: Processes up to 2000 pages per minute on a single node.
- Doc-as-Prompt & Structured Output: Uses documents as prompts for precise information extraction and formats output in structured formats like JSON.
- Self-Hosting Option: Provides enhanced security for organizations handling sensitive data.
Deep Dive: The Competitive Edge of Mistral OCR
Let's examine some of the core strengths that make Mistral OCR a game-changer:
Unmatched Accuracy: Benchmark Results
Mistral OCR's superiority is clearly demonstrated in rigorous benchmark tests. Here's how it stacks up against other leading models on an internal "text-only" test set (note that other LLMs may not have image extraction capabilities):
| Model | Overall | Math | Multilingual | Scanned | Tables | | ----------------------- | ------- | ----- | ------------ | ------- | ------ | | Google Document AI | 83.42 | 80.29 | 86.42 | 92.77 | 78.16 | | Azure OCR | 89.52 | 85.72 | 87.52 | 94.65 | 89.52 | | Gemini-1.5-Flash-002 | 90.23 | 89.11 | 86.76 | 94.87 | 90.48 | | Gemini-1.5-Pro-002 | 89.92 | 88.48 | 86.33 | 96.15 | 89.71 | | Gemini-2.0-Flash-001 | 88.69 | 84.18 | 85.80 | 95.11 | 91.46 | | GPT-4o-2024-11-20 | 89.77 | 87.55 | 86.00 | 94.58 | 91.70 | | Mistral OCR 2503 | 94.89 | 94.29 | 89.55 | 98.96 | 96.12 |
As you can see, Mistral OCR leads in every category.
Truly Global: Multilingual Capabilities
Mistral OCR's multilingual prowess is unmatched, capable of understanding and transcribing text from a vast range of languages and scripts:
| Model | Fuzzy Match in Generation | | ----------------------- | ------------------------- | | Google-Document-AI | 95.88 | | Gemini-2.0-Flash-001 | 96.53 | | Azure OCR | 97.31 | | Mistral OCR 2503 | 99.02 | And a more breakdown per-language:
| Language | Azure OCR | Google Doc AI | Gemini-2.0-Flash-001 | Mistral OCR 2503 | | --- | --- | --- | --- | --- | | ru | 97.35 | 95.56 | 96.58 | 99.09 | | fr | 97.50 | 96.36 | 97.06 | 99.20 | | hi | 96.45 | 95.65 | 94.99 | 97.55 | | zh | 91.40 | 90.89 | 91.85 | 97.11 | | pt | 97.96 | 96.24 | 97.25 | 99.42 | | de | 98.39 | 97.09 | 97.19 | 99.51 | | es | 98.54 | 97.52 | 97.75 | 99.54 | | tr | 95.91 | 93.85 | 94.66 | 97.00 | | uk | 97.81 | 96.24 | 96.70 | 99.29 | | it | 98.31 | 97.69 | 97.68 | 99.42 | | ro | 96.45 | 95.14 | 95.88 | 98.79 |
Blazing Fast Performance
Mistral OCR's lightweight design translates to exceptional speed, processing up to 2000 pages per minute on a single node. This is crucial for high-throughput environments.
Streamlined Workflows: Doc-as-Prompt & Structured Output
The "Doc-as-Prompt" feature allows you to use entire documents to guide information extraction, making it incredibly powerful for precise data retrieval. The structured output (e.g., JSON) integrates seamlessly with downstream applications and agents. Check out this example notebook for a practical demonstration.
Enhanced Security: Self-Hosting
For organizations with strict data privacy needs, Mistral OCR offers a self-hosting option, ensuring sensitive data remains within your secure infrastructure.
Real-World Applications: Transforming Industries
Mistral OCR is already empowering organizations across diverse sectors:
- Scientific Research: Digitizing papers and journals for faster collaboration and accelerated workflows.
- Historical Preservation: Making historical documents and artifacts accessible to a wider audience.
- Customer Service: Improving response times and customer satisfaction by indexing documentation.
- Education, Legal, Engineering, and More: Unlocking intelligence and productivity by converting various documents into AI-ready formats.
Get Started with Mistral OCR
Embrace the future of document understanding with Mistral OCR in here.