Published Build3 min read
Mistral's OCR 4.1 gives you the fields to route a document to a human. The price list is a different problem.
Paragraph-level boxes and block confidence are the inputs an escalation policy needs. But the preview is priced in euros against OCR 4's dollars, and the accuracy numbers still belong to the older model.
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What happened
- Mistral put OCR 4.1 into public preview on July 16, 2026. The model adds native paragraph-level bounding-box extraction, structural block labels and block-level confidence scores.
- Mistral's current OCR documentation documents page and word as the available confidence-score granularities. Page-level output provides aggregate confidence statistics, while word-level output adds scores for individual words.
- Setting include_blocks=True adds a blocks array to each page with paragraph-level bounding boxes, structural labels and extracted content in reading order.
- The OCR 4.1 model page lists block-level confidence scores, although the basic OCR guide does not explain that mode in detail.
- OCR 4, released on June 23, 2026, returned document blocks with bounding boxes and structural labels such as text, title, table, equation, code, header, footer and signature.
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Why it matters
Mistral put OCR 4.1 into public preview on July 16, 2026, adding native paragraph-level bounding-box extraction, structural block labels and block-level confidence scores [1]. Those three fields are what a document pipeline needs to decide which pages a person has to look at, and they arrived alongside a price list quoted in euros that does not line up with the dollar figures published for OCR 4 [6][7][9].
Start with the useful part. OCR 4 already returned document blocks with bounding boxes and structural labels including text, title, table, equation, code, header, footer and signature [5]. Setting `include_blocks=True` adds a `blocks` array to each page carrying paragraph-level boxes, those labels and the extracted content in reading order [3]. That is the shape of a routing rule: a low-confidence block tagged `signature` on an invoice is a different escalation than a low-confidence `footer`, and with a bounding box you can hand a reviewer the crop instead of the whole page. Mistral's stated uses for OCR 4 were form filling, invoice processing, compliance checks, redaction, enterprise search and retrieval, and the company said confidence metadata could support human verification [14].
The gap is in the documentation. Mistral's current OCR documentation describes page-level and word-level confidence as the available granularities, where page-level gives aggregate statistics and word-level scores individual words [2]. Block-level confidence is listed on the OCR 4.1 model page, but the basic OCR guide does not explain that mode in detail [4]. If you are writing a threshold policy against block scores, you are writing it against a model-page line item, not a documented contract. Worth pinning before it becomes load-bearing in production.
Pricing is the second unresolved item. The OCR 4.1 model page lists EUR3.50 per 1,000 pages and EUR4.38 per 1,000 annotated pages [6]. The OCR 4 announcement listed $4 per 1,000 API pages, a 50% Batch API discount to $2 per 1,000, and $5 per 1,000 for Document AI [7]. The premium for annotation is roughly consistent across the two presentations at about 25% [8], but the currency change means these are not comparable numbers, and the source material itself warns against reading them as continuity [9]. OCR 4.1 supports batch processing through the Document AI stack [15], yet no euro batch rate is reported for it [19]. Anyone modelling cost on batch throughput has an open question.
The accuracy case also has not moved. Mistral reported an 85.20 score on OlmOCRBench for OCR 4 and said independent annotators preferred it in 72% of comparisons across more than 600 documents [10], while cautioning that aggregate OCR benchmarks can misread correct equations, column ordering and block classifications as errors and calling the results directional [11]. Mistral's published material for 4.1 describes features without establishing a separate performance result [12]. Version discipline is cleaner: the changelog records OCR 4 as `mistral-ocr-4-0` with `mistral-ocr-latest` pointing to it, and the documentation does not establish that a `mistral-ocr-4` alias was redirected to 4.1 [13].
Twenty-three days separate the OCR 4 release from the 4.1 preview [16], following OCR 3 in December 2025 [17]. The cadence is fast enough that the docs are trailing the model pages.
Claim ledger
Ranked by verification strength, evidence, and original report placement.
- [1]
Mistral put OCR 4.1 into public preview on July 16, 2026. The model adds native paragraph-level bounding-box extraction, structural block labels and block-level confidence scores.
- [2]
Mistral's current OCR documentation documents page and word as the available confidence-score granularities. Page-level output provides aggregate confidence statistics, while word-level output adds scores for individual words.
- [3]
Setting include_blocks=True adds a blocks array to each page with paragraph-level bounding boxes, structural labels and extracted content in reading order.
ReportedView cited source - [4]
The OCR 4.1 model page lists block-level confidence scores, although the basic OCR guide does not explain that mode in detail.
- [5]
OCR 4, released on June 23, 2026, returned document blocks with bounding boxes and structural labels such as text, title, table, equation, code, header, footer and signature.
ReportedView cited source - [6]
The OCR 4.1 model page lists a price of EUR3.50 per 1,000 pages and EUR4.38 per 1,000 annotated pages.
ReportedView cited source
Sources & coverage · 1 publisher
The reporting this story was synthesized from, earliest first. Every link goes to the original.
- runtimewire.comRuntimeWire StaffAug 13Mistral put OCR 4.1 in public preview with paragraph-level extraction
Cited in this coverage: runtimewire.com
Cited in this coverage: runtimewire.com, describing Mistral OCR documentation
Cited in this coverage: Mistral, as reported by runtimewire.com
Cited in this coverage: runtimewire.com report of the OCR 4.1 model page
Additional citations
- Mistral

