Medical & clinical records

Turn illegible clinical handwriting into clear, searchable text

Handwriting OCR turns handwritten clinical notes, prescriptions, and patient records into accurate, searchable text, including the rushed, abbreviated hands that defeat ordinary OCR.

  • Reads clinical shorthand and abbreviations, captured exactly as written
  • Turns intake forms and charts into structured, exportable data
  • Private by default, encrypted, and never used to train AI
★★★★★ 4.5/5 on G2 · 30,000+ users worldwide
handwritingocr.com
Handwritten doctor's prescription
Handwritten clinical progress note
Handwritten nursing observation and vitals chart
Handwritten patient intake form
Handwritten medical referral letter
Complete

How it works

From a handwritten chart to searchable text

Whether it's a single prescription or a batch of patient records, the workflow is the same three steps: upload, let the AI transcribe, then export and search. No setup, no training, and results in seconds.

  1. Uploading a handwritten clinical note to Handwriting OCR 1

    Upload your scan

    Drop in a photo or PDF, from a phone snap of a chart to a batch of scanned patient records. No format conversion or preprocessing needed.

  2. Handwriting OCR transcribing a document, usually in under a minute 2

    AI reads the handwriting

    Our model transcribes clinical notes, prescriptions, and pages that mix printed forms with handwriting, reading the shorthand and abbreviations and preserving the structure of the page.

  3. Exporting a transcription to Word, with format and paper-size options 3

    Export and use

    Download editable text in Word, Markdown, or plain text, or pull named fields from forms into a spreadsheet, then search across an entire set of records in seconds.

Why clinicians and researchers choose Handwriting OCR

Built for the documents generic OCR gives up on

Most OCR was built for clean printed text. Handwriting OCR reads real clinical handwriting accurately, keeps it private, translates where you need it, and hands back searchable text and structured data in seconds.

Accuracy on clinical handwriting

Reads hurried notes, Latin shorthand, and pages that mix printed forms with handwritten answers, returning the text exactly as written so you can actually work with it.

Handwriting OCR accuracy on handwritten text

Private, and never used to train AI

Documents are encrypted in transit and at rest and processed only to return your results. Nothing is shared and nothing is used to train AI models, so patient information stays private.

Private and secure document processing

Built-in translation

Turn a handwritten record in another language into readable English in the same step, useful for international patients, referrals, and archived materials.

Built-in translation of handwritten pages into English

Structured data out

Get clean text out as Word, Markdown, or plain text, or use custom extractors and table extraction to pull named fields from forms straight into a spreadsheet.

Export to Word, Markdown, plain text, and structured data

Clinical notes & patient charts

A ward round's notes, finally searchable

Turn handwritten progress notes, charts, and observations into searchable text, with dated entries and the structure of the page kept intact, so a single note can be found across a whole chart in seconds.

  • Keeps dated entries and headings in order
  • Reads clinical shorthand and abbreviations
  • Search a concept across an entire record set
A page of handwritten clinical notes with dated entries

Prescriptions & medication records

The hardest handwriting there is

Pull medication names, doses, routes, and timing off handwritten prescriptions and medication records into editable text you can search and check. The compressed Latin shorthand comes through as written.

  • Extracts drug, dose, route, and timing
  • Reads compressed clinical shorthand
  • A fast first pass to check against the original, never a substitute for a pharmacist or prescriber
A handwritten medication administration record chart

Research & historical records

Decades of case notes, finally readable

Turn archived case notes, admission registers, and historical clinical records into searchable, analyzable text, faded ink and period hands included, so a long-running archive can be studied at scale.

  • Reads faded and archival handwriting
  • Structures registers and ledgers into rows
  • Translates non-English records in the same step
An aged handwritten hospital admissions register

Intake & medical forms

Forms in, structured data out

Lift handwritten answers off intake forms and questionnaires while keeping the printed prompts clear, then pull the fields you care about into a spreadsheet with a custom extractor.

  • Reads mixed printed and handwritten pages
  • Captures answers exactly as written
  • Custom extractors return named fields as structured data
A patient intake form with printed labels and handwritten answers

Pricing

Plans for every project

Pay-as-you-go credits or monthly subscriptions. Cancel any time.

Pay as You Go

No commitment

£15 $15 €15 / 100 pages

One-time purchase. Valid for 1 year.

  • AI-enhanced formatting
  • Export to Markdown (plain text)
  • Export to Microsoft Word
  • Two-factor authentication
  • API access
  • No commitment
  • Valid for 1 year
Save 49%Save 49%Save 49% Save 58%Save 58%Save 58%

Starter

250 pages / month

£19 $19 €19 £16 $16 €16 /month

Billed monthlyBilled annually

  • AI-enhanced formatting
  • Export to Markdown (plain text)
  • Export to Microsoft Word
  • Two-factor authentication
  • API access
  • Renews monthly, cancel any time
  • Additional pages: £6.00 $8.00 €6.50 £5.50 $6.00 €6.00 / 100 pages
Save 67%Save 61%Save 61% Save 73%Save 67%Save 67%

Pro

1,000 pages / month

£49 $59 €59 £41 $50 €50 /month

Billed monthlyBilled annually

  • Everything in Starter, plus:
  • Export tables to Microsoft Excel
  • Custom extractors
  • Additional pages: £5.00 $6.00 €5.00 £5.00 $5.00 €5.00 / 100 pages
Save 73%Save 67%Save 67% Save 78%Save 72%Save 73%

Business

10,000 pages / month

£399 $499 €490 £333 $416 €409 /month

Billed monthlyBilled annually

  • Everything in Pro, plus:
  • Up to 5 team members
  • Configurable audit logging
  • Additional pages: £4.00 $5.00 €4.50 £3.50 $4.00 €4.00 / 100 pages

For higher volumes, options for offline deployment, or any other custom requirements, please contact us.

FAQ

Frequently asked questions

Any other questions? Get in touch and we'll answer right away.

What is Handwriting OCR?

Handwriting OCR is an AI service that turns handwritten documents into accurate, searchable, editable text. Unlike traditional OCR, which was built for printed text, it is built specifically for handwriting, including cursive, faded ink, historical scripts, and many languages, and it can translate non-English records into English in the same step. Upload a scan or photo and you get back clean text you can search, edit, and export to Word, Markdown, or plain text.

Who is behind Handwriting OCR?

Handwriting OCR was founded in London in 2023, dedicated to applying modern AI to read the hardest handwritten documents: the cursive, faded, and historical pages that traditional OCR cannot handle. We are a small, independent UK team, the people who build the product also handle support, and we never use your documents to train models or share them with anyone.

Can OCR read handwritten prescriptions and doctor's notes?

It reads them well. Handwriting OCR extracts medication names, dosages, routes, and timing from handwritten prescriptions and medication records, and transcribes clinical and progress notes including the Latin shorthand clinicians use. It identifies what is written without applying clinical judgment, so a digitized prescription is best treated as a fast, searchable first pass that a pharmacist or prescriber confirms against the original, never as the authoritative reading on its own.

Why is doctor's handwriting and prescription shorthand so hard to read?

Clinicians write constantly under time pressure and rely on a centuries-old Latin shorthand: "TID" for three times daily, "HS" for at bedtime, "PO" for by mouth, "PRN" for as needed. Volume and fatigue degrade legibility, and the compressed notation is unfamiliar to most readers. This combination of rushed handwriting and specialized abbreviations is exactly what Handwriting OCR is built to read, where generic OCR fails.

Can it extract structured fields from medical forms?

Yes. On the Pro and Business plans, custom extractors let you define the fields you want, such as name, date of birth, allergies, medications, or reason for visit, and pull them off intake forms and questionnaires into a spreadsheet (XLSX, CSV, or JSON). Table extraction does the same for tabular records like observation charts. For mixed pages, transcription keeps the printed prompts and handwritten answers together so it stays clear what was added by hand.

How does it handle older or historical medical records?

Handwriting OCR reads archived case notes, admission registers, and historical clinical records, and can translate non-English records into English in the same step, which suits research and archival projects. Accuracy depends on the condition of the document: very faded ink and the oldest hands are harder, and it performs most reliably on cursive from the 1940s onward. Testing a sample page is the best guide for a given archive.

How does it handle records in other languages?

Handwriting OCR processes handwriting across many languages and can translate non-English pages into English in the same step. It reads text based on what is actually written rather than expecting a single language throughout, which suits international patients, referrals, and multilingual archives. Accuracy on unfamiliar scripts depends on handwriting clarity and script complexity, so testing with a sample page is the best guide for your records.

Is patient information private, or used to train AI models?

Documents remain private and are processed only to deliver results to you. They are encrypted in transit and at rest, not used to train AI models, not shared with third parties, and not retained longer than necessary (you control retention, with auto-delete configurable from 15 minutes up to 14 days). Privacy is built into the service design as a fundamental principle, not an optional feature.

Do you meet our institution's data-protection requirements?

For organizations with formal requirements, the Business plan includes a GDPR Data Processing Agreement, a security documentation packet for procurement reviews, team access with admin controls, and audit logging. EU customers can choose EU-only data residency, and we can arrange region-specific residency as part of a custom package. We do not currently offer HIPAA compliance or sign Business Associate Agreements. If your institution has specific data-protection needs, get in touch and we can talk through exactly how processing works.

Try it on your own documents

Test it on your own documents, free

Upload a prescription, a page of clinical notes, or an intake form and see how the transcription compares to retyping it by hand. Your documents stay private and are never used to train models.

Illustration of a clinician's handwritten notes being turned into structured digital text

Our experience

What we've learned from medical and clinical documents

Medical handwriting is the use case people picture when they think of writing no one can read, and it is exactly the kind of document our handwriting OCR was built for: fast, abbreviated, and written under pressure. We are honest about where it helps and where a person still has to look.

The questions we get asked most

By some distance, the questions we field most about medical records are about privacy and data residency, which is no surprise for documents that carry personal information. Our stance is the same for every account: documents are encrypted in transit and at rest, never used to train our models, never shared, and deleted on a schedule you control (from 15 minutes up to 14 days). For organizations that need their data to stay in a particular region, we can arrange data residency as part of a custom package.

The documents we see most

A handful of document types come up again and again:

  • Clinical and progress notes, written at speed in personal shorthand
  • Prescriptions and medication records, dense with Latin abbreviations
  • Intake and consent forms that mix printed prompts with handwriting
  • Archived case notes and registers from long-running practices and institutions

What we’ve worked hardest on

Faithful transcription matters more in clinical records than almost anywhere else. We return what is actually on the page rather than a tidied-up guess, because a dose or an abbreviation is not something to paraphrase. Our handwriting recognition is tuned to capture the page as written, shorthand and all. For forms, custom extractors (on Pro and Business) pull the named fields you define straight into a spreadsheet, so a stack of intake forms becomes structured data instead of retyping.

A few honest limits

  • Prescriptions are a starting point, not the final word. Treat a transcription as a fast, searchable first pass that a pharmacist or prescriber checks against the original.
  • We do not return confidence scores, so verification of critical fields is a human step by design.
  • Very faded ink and the oldest hands are harder, and accuracy is most reliable on cursive from the 1940s onward; test a sample first.

Every set of records is different, so the only real test is your own. Try it on a page or two of your hardest handwriting before committing to a larger project, with free trial credits and no card required.