Mistral OCR 4 Brings Citation-Ready Structured Output to RAG, Agentic, and Enterprise Search Pipelines
Mistral just shipped OCR 4 with bounding boxes and confidence scores. Enterprise search teams can now feed citation-ready documents straight into RAG pipelines without post-processing.
Why it matters
Mistral OCR 4 removes a friction point in production RAG and agentic systems by delivering structured, confidence-scored output that enterprise teams can immediately deploy into search and retrieval workflows. The 170-language support and self-hosted option address real infrastructure constraints for global enterprises.
The key facts
6 to knowRelease date: June 23, 2026
Supports 170 languages
Returns bounding boxes, typed classifications, and per-page/per-word confidence scores
Runs in single self-hosted container
Single API endpoint for RAG, agentic, and enterprise search pipelines
Citation-ready structured output
Go to the source
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Publisher excerpt: Mistral AI released OCR 4 on June 23, 2026, moving from clean text extraction to structured document output. Each block returns a bounding box, a typed classification, and per-page and per-word confidence scores. The model supports 170 languages, runs in a single self-hosted container, and feeds…