Mistral OCR is a specialized model from Mistral AI purpose-built for optical character recognition and structured document extraction. Unlike generic language models prompted to read documents, it is optimized to parse scanned PDFs, images of forms, invoices, and mixed-layout documents with high fidelity, preserving tables, columns, and hierarchical structure.
The model converts visual document content into clean, usable text and structured data, supporting downstream workflows like document indexing, data entry automation, and contract review. Its domain-specific training gives it an edge on noisy or low-resolution scans where general-purpose vision models often fail.
Key Features
High-accuracy text extraction from scanned PDFs and document images
Preserves table structure, columns, and reading order
Handles mixed layouts including forms, invoices, and receipts
Robust to low-resolution, skewed, or noisy scans
Outputs clean text suitable for downstream NLP pipelines
Supports multi-page document processing
Ideal Use Cases
Automated invoice and receipt data extraction for accounting
Digitizing legacy paper archives into searchable text
Contract and legal document parsing for clause extraction
Structured data capture from filled forms and survey sheets
Preprocessing scanned documents before RAG indexing
Example Prompts for Mistral OCR
Technical Specifications
| Provider | Mistral |
| Category | Text |
| Modality | Text -> Text |
API Usage
1 curl -X POST https://api.vincony.com/v1/chat/completions \ 2 -H "Authorization: Bearer YOUR_API_KEY" \ 3 -H "Content-Type: application/json" \ 4 -d '{ 5 "model": "mistral/mistral-ocr", 6 "messages": [ 7 { "role": "user", "content": "Hello, Mistral OCR!" } 8 ] 9 }'
Replace YOUR_API_KEY with your Vincony API key. OpenAI-compatible endpoint — works with any OpenAI SDK.
Frequently Asked Questions
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