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Healthcare

Mass Digitization of Prescriptions and Medical Records

How to structure years of clinical history in days with intelligent OCR. Processing prescriptions, reports, and medical records at scale with 99% accuracy.

April 10, 2025

The problem: decades of clinical history trapped on paper

Healthcare centers across Latin America accumulate millions of physical documents: handwritten prescriptions, lab reports, clinical histories, signed consent forms. Each passing year the volume grows and manual search becomes slower and unsustainable.

The impact is direct:

  • Wasted time: A healthcare professional spends up to 35% of their day searching for information in physical archives.
  • Transcription errors: Manual data entry has a 3-5% error rate, which in a medical context can mean an incorrect diagnosis.
  • Regulatory non-compliance: Law 18.331 in Uruguay and Law 25.326 in Argentina require traceability and protection of sensitive health data.

The solution: intelligent OCR at hospital scale

Our processing engine is designed to handle the document complexity of the healthcare sector:

Document types processed

DocumentChallengeAccuracy achieved
Handwritten prescriptionsVariable handwriting, medical abbreviations98.5%
Lab reportsTables, numerical values, ranges99.2%
Clinical historiesFree-form format, multiple sections98.8%
Informed consent formsSignatures, pre-printed fields99.5%

Processing pipeline

  1. Ingestion: Batch scanning or integration with existing digitization systems.
  2. Automatic classification: The engine identifies the document type and applies the corresponding extraction model.
  3. Structured extraction: Each field is extracted into a standardized JSON/CSV format, ready to import into your HIS (Hospital Information System).
  4. Cross-validation: Extracted data is validated against business rules (value ranges, ICD-10 codes, VADEMECUM forms).

Real case: 15 years of records processed in 72 hours

A clinic network with 12 locations needed to migrate 15 years of physical records to their new electronic health record system. The volume: 2.3 million documents.

Result:

  • Processing completed in 72 hours.
  • Audit-validated accuracy: 99.1%.
  • 80% reduction in clinical record search times.

Built-in regulatory compliance

We process health data under strict protocols:

  • Automatic deletion in 24h: Original documents are removed from our infrastructure once structured data is delivered.
  • Encryption in transit and at rest: TLS 1.3 + AES-256.
  • Full audit trail: Access and processing logs available for regulatory compliance.

Validate with your most complex documents

You don’t need to trust our metrics. Send us a sample of your hardest-to-read handwritten prescriptions and receive structured data in 24 hours, at no cost.

Book Free Demo →