A real worked example

Four of these are real doctors' prescriptions from public research datasets — real handwriting, real Indian brands, real mess. Patient names are masked; nothing else is altered, and no output is touched up. The last two are format samples for the other record types, including the bill where the system caught an error a tired human would likely miss.

What was sent inReal document

A real prescription from a Bandra clinic. Lanol-ER and Dompan are Indian brands — Parcha resolved both to their generic composition. The patient's name is masked; nothing else is altered.

prescription20 fields · 65% avg confidence12 flagged for a human

read clearly worth a glance a person should checkHover any dot for the exact confidence.

Details

Date: 2019-03-17
Doctor: Dr. Jayaprakash Hebbar

Medicine 1

Name: Lanol - ER
Form: Tablet
How often: 1-0-1 after food
For how many days: 5
How to take: Oral

Medicine 2

Name: Dompan
Form: Tablet
How often: 1-0-1 before food
For how many days: 5
How to take: Oral

Advice

Advice 1: Fluid
Advice 2: Electral / Glucon D

Medicines matched to their generic composition

Medicine 1: Paracetamolmatched directly
Medicine 2: Domperidone + Pantoprazolematched directly

Matched against 185,000 Indian brand names. The system can only pick from real entries — it cannot invent a medicine.

The standards-compliant output your systems receive (FHIR R4)

{
  "resourceType": "Bundle",
  "type": "collection",
  "timestamp": "2026-08-22T09:11:07.291Z",
  "entry": [
    {
      "fullUrl": "urn:uuid:source-85f12430-d9d9-49bc-a23b-b65c6431d7c5",
      "resource": {
        "id": "source-85f12430-d9d9-49bc-a23b-b65c6431d7c5",
        "resourceType": "DocumentReference",
        "status": "current",
        "description": "Ingested prescription (handwritten)",
        "content": [
          {
            "attachment": {
              "title": "ingest:85f12430-d9d9-49bc-a23b-b65c6431d7c5"
            }
          }
        ]
      }
    },
    {
      "fullUrl": "urn:uuid:patient-85f12430-d9d9-49bc-a23b-b65c6431d7c5",
      "resource": {
        "id": "patient-85f12430-d9d9-49bc-a23b-b65c6431d7c5",
        "resourceType": "Patient"
      }
    },
    {
      "fullUrl": "urn:uuid:practitioner-85f12430-d9d9-49bc-a23b-b65c6431d7c5",
      "resource": {
        "id": "practitioner-85f12430-d9d9-49bc-a23b-b65c6431d7c5",
        "resourceType": "Practitioner",
        "name": [
          {
            "text": "Dr. Jayaprakash Hebbar"
          }
        ]
      }
    },
    {
      "fullUrl": "urn:uuid:medreq-85f12430-d9d9-49bc-a23b-b65c6431d7c5-0",
      "resource": {
        "id": "medreq-85f12430-d9d9-49bc-a23b-b65c6431d7c5-0",
        "resourceType": "MedicationRequest",
        "status": "active",
        "intent": "order",
        "subject": {
          "reference": "urn:uuid:patient-85f12430-d9d9-49bc-a23b-b65c6431d7c5"
        },
        "medicationCodeableConcept": {
          "text": "Tablet Lanol - ER",
          "coding": [
            {
              "system": "urn:parcha:local",
              "code": "combo-852d150664d8",
              "display": "Paracetamol"
            }
          ]
        },
        "dosageInstruction": [
          {
            "text": "1-0-1 after food · x 5 days · Oral"
          }
        ],
        "authoredOn": "2019-03-17",
        "supportingInformation": [
          {
            "reference": "urn:uuid:source-85f12430-d9d9-49bc-a23b-b65c6431d7c5"
          }
        ]
      }
    },
    {
      "fullUrl": "urn:uuid:medreq-85f12430-d9d9-49bc-a23b-b65c6431d7c5-1",
      "resource": {
        "id": "medreq-85f12430-d9d9-49bc-a23b-b65c6431d7c5-1",
        "resourceType": "MedicationRequest",
        "status": "active",
        "intent": "order",
        "subject": {
          "reference": "urn:uuid:patient-85f12430-d9d9-49bc-a23b-b65c6431d7c5"
        },
        "medicationCodeableConcept": {
          "text": "Tablet Dompan",
          "coding": [
            {
              "system": "urn:parcha:local",
              "code": "combo-7ea075df7a65",
              "display": "Domperidone + Pantoprazole"
            }
          ]
        },
        "dosageInstruction": [
          {
            "text": "1-0-1 before food · x 5 days · Oral"
          }
        ],
        "authoredOn": "2019-03-17",
        "supportingInformation": [
          {
            "reference": "urn:uuid:source-85f12430-d9d9-49bc-a23b-b65c6431d7c5"
          }
        ]
      }
    }
  ]
}

See it on your own documents

Send us a sample of what your team reads by hand — prescriptions, discharge summaries, bills — and we'll show you exactly what comes back.

Request a walkthrough

or email [email protected]