Prescription Medication Label OCR API

Scan. Parse. Protect. Veryfi's AI-powered Prescription Medication Label OCR API instantly extracts critical medication data from prescription labels with exceptional accuracy. Eliminate dangerous manual errors and empower patients with seamless medication management that saves lives. Essential for healthcare applications, pharmacy systems, and telehealth solutions committed to patient safety and operational excellence.

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Prescription Medication Label OCR API

Why Veryfi

Unlock a Wealth of Data in Prescription Medication Labels

Every prescription medication label holds a treasure trove of essential healthcare data—patient names, prescribing physician details, medication names and dosages, NDC numbers, pharmacy information, refill counts, issue dates, and critical instructions—yet healthcare providers, insurance companies, pharmacies, and medical software platforms still waste countless hours manually transcribing this information, creating dangerous medication errors, compliance gaps, and operational inefficiencies that cost the healthcare industry billions annually. From hospitals struggling to reconcile patient medication histories during admissions, to insurance companies drowning in prior authorization paperwork, to telehealth platforms unable to quickly verify patient prescriptions, the manual processing of prescription medication labels creates cascading delays that directly impact patient care, regulatory compliance, and bottom-line profitability.

Veryfi’s Prescription Medication Label OCR API revolutionizes healthcare data capture by instantly extracting every critical data point from prescription labels with pharmaceutical-grade accuracy, transforming paper prescriptions and digital images into structured, actionable healthcare intelligence that integrates seamlessly with EMR systems, pharmacy management platforms, and insurance processing workflows. Whether you’re processing dozens of prescriptions daily or thousands, our HIPAA-compliant technology scales to meet the demands of modern healthcare operations, enabling hospitals to reduce medication reconciliation time by 85%, helping insurance companies accelerate prior authorization approvals, and empowering healthcare software developers to build smarter applications that turn prescription medication labels into instant, error-free digital health records.

Transform Healthcare with Prescription OCR Technology

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Hospitals & Health Systems

Eliminate 15-minute medication reconciliation delays that backup emergency rooms and admissions. Veryfi’s API instantly captures patient prescription histories from wallet cards and bottles, reducing med rec time by 85%. Integrate with Epic, Cerner, or AllScripts to auto-populate medication lists, prevent dangerous drug interactions, and get patients to their beds faster while maintaining Joint Commission compliance.
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Insurance Companies

Prior authorization requests pile up while staff manually transcribe prescription data from faxed images. Veryfi’s API instantly extracts NDC numbers, dosages, and prescriber details from medication labels, accelerating PA approvals by 70%. Reduce claim processing time, eliminate transcription errors that cause denials, and integrate with your existing claims management systems for seamless workflows.

Retail & Specialty Pharmacies

Transfer prescriptions from other pharmacies require 10+ minutes of manual data entry per script. Veryfi’s API instantly captures all prescription details from photos, eliminating transcription errors that delay fills and frustrate patients. Integrate with your pharmacy management system to process transfers 90% faster, reduce data entry costs, and improve patient satisfaction scores.

Telehealth Platforms

Virtual consultations stall when patients can’t accurately describe their current medications. Veryfi’s API lets patients snap photos of prescription bottles during video calls, instantly populating medication lists with accurate dosages, frequencies, and prescriber information. Reduce consultation time, improve medication management, and enable more accurate virtual care decisions.
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Long-Term Care Facilities

Medication administration records (MARs) require manual transcription of every prescription detail, creating dangerous errors and compliance risks. Veryfi’s API instantly captures prescription information from pharmacy labels, auto-populating MARs with accurate medication names, strengths, and administration instructions. Reduce medication errors by 60% and streamline state inspections with digitized records.
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Clinical Research Organizations

Patient medication histories must be meticulously documented for trial eligibility and safety monitoring. Manual transcription of prescription data creates study delays and compliance risks. Veryfi’s API instantly captures complete medication profiles from prescription labels, ensuring accurate concomitant medication reporting and accelerating patient enrollment by eliminating data entry bottlenecks in clinical trials.

Medication Adherence Apps

Users struggle to manually enter complex medication regimens, leading to abandoned app usage and poor adherence tracking. Veryfi’s API enables patients to simply photograph prescription labels to instantly populate medication schedules with accurate names, dosages, and timing instructions. Increase user engagement by 80% and improve medication adherence through effortless prescription management.
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Workers’ Compensation Insurers

Injured workers submit hundreds of prescription receipts for reimbursement, requiring manual review of every medication detail for coverage determination. Veryfi’s API instantly extracts NDC codes, quantities, and prescriber information from prescription labels, automating reimbursement workflows and reducing processing time by 75%. Accelerate claim settlements and reduce administrative costs.
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Pharmacy Benefit Managers (PBMs)

Prior authorization reviews require detailed analysis of prescription information from provider submissions. Manual data extraction from faxed prescription images creates approval delays that impact patient care. Veryfi’s API instantly captures all prescription details including NDC numbers, quantities, and prescriber information, enabling automated formulary checks and accelerating PA decisions by 65%.
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+ Custom Healthcare Solutions

Every healthcare organization has unique prescription data challenges. Whether you’re building EMR integrations, developing pharmacy workflows, or creating patient engagement tools, Veryfi’s Prescription OCR API can be customized for your specific requirements. Contact [email protected] to discuss how we can automate your prescription data extraction needs with pharmaceutical-grade accuracy.
Request: Prescription Medication Label Data Extraction
import requests
url = "https://api.veryfi.com/api/v8/partner/any-documents"
headers = {
'CLIENT-ID': '<API_KEY_VALUE>',
'AUTHORIZATION': '<API_KEY_VALUE>'
}
payload = {'file_url': 'https://cdn…'}
response = requests.post(url, headers=headers, data=payload)
print(response.json())
Response: Structured JSON
{
“meta”: {
“pages”: [
{
“ocr_score”: 0.896,
“width”: 480,
“height”: 330
}
],
“tags”: []
},
“img_url”: “…/prescription-medication-label/img.jpg”,
“img_thumbnail_url”: “…/prescription-medication-label/img.jpg”,
“id”: 101101,
“created_date”: “2025-04-21 23:35:50”,
“updated_date”: “2025-04-21 23:35:50”,
“blueprint_name”: “prescription_medication_label”,
“template_name”: “prescription_medication_label”,
“consumer_name”: null,
“date”: “2012-01-15”,
“expiration_date”: “2013-01-15”,
“instructions”: “TAKE 1 TABLET BY MOUTH TWICE A DAY”,
“medicine_name”: “METOPROLOL TAB 25MG TAB”,
“quantity”: 60,
“rx_number”: “6543210”,
“barcodes”: [],
}

Prescription Medication Label OCR API

Ship restaurant menu parsing in minutes, not months. Veryfi’s Prescription Medication Label OCR API transforms messy prescription images into clean, structured data with just a few lines of code.

✓ Production-ready AI – Pre-trained LLM that actually works on real prescription labels
✓ SDKs for every stack – Launch faster in Python, Node.js, PHP, and more
✓ Visual dashboard – Test, tweak, and manage everything without touching code

Stop wrestling with different pharmacy formats, handwritten notes, and label variations. Start building the healthcare features your users actually need.

Ready to ship? Get your API key and be processing prescriptions in under 5 minutes.

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Prescription Medication Label – Fields Supported

  • Medication Information
    • Medicine Name: METOPROLOL TAB 25MG TAB
    • Instructions: TAKE 1 TABLET BY MOUTH TWICE A DAY
    • Quantity: 60
    • RX Number: 6543210
  • Prescription Dates
    • Date: 2012-01-15
    • Expiration Date: 2013-01-15
  • Patient Information
    • Consumer Name: Not provided
  • Additional Information
    • Barcodes: None detected
  • Document Metadata
    • Document ID: 5943300
    • Created Date: 2025-04-21 23:35:50
    • Updated Date: 2025-04-21 23:35:50
    • External ID: (user defined)
  • Image Information
    • Image URL: …/prescription-medication-label/img.jpg
    • Thumbnail URL: …/prescription-medication-label/img.jpg
    • OCR Score: 0.896 (89.6%)
    • Page Width: 480 pixels
    • Page Height: 330 pixels

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