What changed
Mistral OCR 4 adds three new structured output layers on top of text extraction: per-element bounding boxes (spatial localization), typed-block classification (titles, tables, equations, signatures, and more), and inline confidence scores at both page and word level. OCR 3 returned text; OCR 4 returns a structured document representation. The model supports 170 languages across 10 language groups (vs OCR 3's narrower coverage) and ships with a single-container self-hosted deployment option. Pricing is $4/1k pages ($2/1k with Batch API discount) — the same price tier as OCR 3.
TL;DR
Mistral OCR 4 tops OlmOCRBench at 85.20 and achieves 72% average win rate over all leading OCR and document-AI systems in blind annotator preference tests; adds bounding boxes, typed-block classification, and word-level confidence scores to text extraction, at $4/1k pages with a self-hosted option.
Developer signal
If you have an existing Mistral OCR integration, upgrade to OCR 4 — the pricing is unchanged and the additional structured output (bounding boxes, block types, confidence scores) is additive. The bounding boxes make it possible to reconstruct document layout without a separate layout analysis step, which matters for table extraction, form parsing, and document-level RAG where position context improves retrieval. For teams building document intelligence pipelines with data residency requirements, the single-container self-hosted deployment is the key new option — you can run OCR 4 on-premise or in your own cloud tenant without API round-trips. The typed-block classification (equations, tables, signatures) enables conditional post-processing: route detected table blocks to a table parsing step, route equation blocks to LaTeX rendering, route signature blocks to verification workflows. OCR 4 is an ingestion component of the Mistral Search Toolkit (open-source, composable RAG framework) — if you're already in that stack, the structured output feeds citation-ready inputs to the retrieval and evaluation pipeline. Model ID for the API has not been explicitly published in accessible sources; use mistral-ocr-latest or check the Mistral docs at docs.mistral.ai for the versioned ID. Available via Mistral API, Mistral Studio, Amazon SageMaker, and Microsoft Foundry.