ManuLens

Manuscript OCR for careful workflows

Turn handwritten manuscripts into searchable text

ManuLens helps you extract readable text from historical notes, letters, forms, and research scans, then review uncertain words before export.

Image and PDF uploads
Review low-confidence words
Export text and JSON
Built for archives and research

OCR demo

Upload a manuscript image

MVP

Uploads are used for this OCR job. Paid access is not open yet, and the current waitlist is free for early users.

Product

Built for documents that need human judgment

The MVP keeps the workflow narrow: upload, recognize, review, and export. Payments are not open yet; access is managed by a free waitlist.

Text recognition

Upload cursive notes, letters, registers, or field scans and get editable text with review signals.

Layout awareness

Keep pages, lines, paragraphs, marginal notes, and tables visible where the OCR provider can detect them.

Review before export

Compare extracted text with the scan, correct uncertain words, and export a clean result.

Structured output

Return text, confidence, page metadata, and review status for downstream tools.

Workflow

From scan to structured result

ManuLens is set up around jobs, not one-off prompts. That keeps the payment, moderation, OCR, review, and export lifecycle ready for production providers.

job_result.jsonexample
{
  "job_id": "job_8f32ad19",
  "pages": 1,
  "status": "needs_review",
  "blocks": [
    {
      "type": "paragraph",
      "text": "Dear friend...",
      "confidence": 0.87,
      "review_required": true
    }
  ]
}

Use cases

For teams working with handwritten material

Archives

Process letters, registers, and catalog material faster.

Researchers

Turn primary sources and field notes into searchable text.

Genealogy

Read family records, old letters, and historical forms.

Developers

Use structured OCR output in datasets and internal tools.

Help shape the manuscript OCR workflow

Payments are not open yet. The waitlist is free, and we will invite early users as capacity grows.

Join early access