Less Documentation.
More Care.
A two-minute clinical pre-consultation summary prepared before the patient steps into the OPD cabin. Autonomous multi-agent intelligence captures ambient symptoms, parses old prescriptions, and flags allergy risks.
Synthetic test data • ABDM M2 FHIR compliant • Human in the loop
The High-Throughput Indian OPD Crisis
With 80+ patients per shift, physicians spend over 60% of their critical consultation minutes deciphering paper slips and typing notes.
1. Limited Consult Time
The average Indian outpatient encounter lasts barely 2.5 minutes. Physicians are forced to prioritize rapid scribbling over deep diagnostic listening.
2. Unstructured History
Previous prescriptions exist as faded paper slips, wrinkled laboratory prints, and fragmented WhatsApp photos with zero chronology or searchable index.
3. Language Barriers
Patients describe symptoms using colloquial rural Hindi idioms. Bridging vernacular speech into formal SNOMED CT and ICD-10 notes in real time creates friction.
How Industra Medicose Works in Action
Step-by-step interactive showcase demonstrating how autonomous agents synthesize voice, OCR, and safety checks in under 120 seconds.
Patient Speaks in Hindi or English (Zero Typing)
Vernacular speech captured in waiting halls while patient waits
The patient opens their phone or uses the OPD kiosk microphone. They speak naturally in Hindi, English, or conversational Hinglish. Ambient agents filter clinic background noise, capture onset and severity, and map colloquial words directly to clinical entities.
“पिछले 3 दिन से बहुत तेज खांसी और सीने में हल्का दर्द है, सांस लेने में भी तकलीफ हो रही है...”
How Industra Medicose Works
From patient vernacular speech to a signed, verified ABDM electronic health record in five synchronized steps.
Patient Speaks in Hindi or English
While waiting in the queue, the patient speaks into their phone or the clinic kiosk microphone. Colloquial descriptions are captured without requiring complex medical vocabulary.
Autonomous Agents Structure Clinical Entities
Our Clinical History and Intake agents organize the conversation into onset, duration, severity, and associated symptoms, mapping them to formal ICD-10 & SNOMED CT codes.
Previous Reports & Prescriptions Are Read
The Document Intelligence Agent performs multi-modal OCR on old handwritten slips and laboratory test photos, extracting active drugs and abnormal biomarkers.
Clinical Safety Check Runs in Real-Time
Safety Guard Agent checks for beta-lactam/penicillin allergies, potential drug-drug collisions, and urgent red flags like acute chest pain or stroke symptoms.
Doctor Reviews, Edits, and Approves
When the patient enters the cabin, the doctor sees a pre-populated, verified SOAP note. In less than 120 seconds, the doctor performs physical exam, verifies, and signs.
Meet the Autonomous Agents
Six specialized agents coordinating synchronously to complete the pre-consultation intake before the doctor opens the door.
Patient Interaction
Latency < 350msGuides patient voice conversation with empathy in Hindi or English, clarifying onset and pain severity.
Clinical History
SNOMED CTSynthesizes chronic comorbidities, prior surgical history, and family health indicators into an indexed chronology.
Document Intelligence
Vision OCRScans handwritten prescriptions and laboratory slips, extracting active medications, dosages, and abnormal biomarkers.
Clinical Safety
Zero MissScreening for drug-drug interactions, penicillin and beta-lactam allergies, and urgent red flags like chest pain or stroke.
Clinical Documentation
ICD-10 MappedDrafts high-density structured SOAP notes ready for doctor sign-off, saving over 4 minutes of typing per consult.
Workflow Coordination
FHIR M2Orchestrates the 120-second timeline, prioritizes queue triage by acuity, and binds outputs into ABDM FHIR bundles.
Live Product Preview
Switch between the Patient Intake view and the Doctor Verification Console.
Pre-populated SOAP note prepared with ICD-10 I20.0 (Unstable Angina). Penicillin allergy auto-flagged. One-click verify ready.
Safety and Responsible AI
Industra Medicose never replaces the physician. Built with stringent ethical boundaries, cryptographic audits, and zero autonomous authority.
No Autonomous Diagnosis
The copilot synthesizes clinical history and highlights ICD-10 suggestions, but never renders an autonomous medical diagnosis.
No Autonomous Prescription
Zero medications or dosages can be dispatched without the physical review and digital cryptographic signature of the registered physician.
Human In The Loop
Every draft entity, timeline event, and safety warning is fully editable. The doctor retains complete override authority over all data.
Synthetic Data Benchmark
This prototype evaluates on realistic synthetic de-identified clinical cohorts. Zero real patient Personally Identifiable Information (PII) is exposed.
Explicit Patient Consent
No intake discourse or optical scan can begin without explicit consent presented in simple vernacular Hindi or English, revokable at any time.
Cryptographic Audit Trail
All AI suggestions, physician alterations, and allergy alerts are stamped into an immutable audit log conforming to ABDM M2 milestone guidelines.
Designed for rural-to-urban OPD influx in Jodhpur & high-density tertiary medical centers.
Roadmap: Regional Dialects & Hospital Scale
Expanding our clinical copilot across the rural-urban continuum to ensure no patient is left behind due to dialect or paper friction.
Fine-tuned Whisper models on 5,000+ hours of Marwari, Mewari, and Shekhawati conversational medical speech.
Bi-directional FHIR bundles connecting directly with NIC e-Hospital, Ayush portals, and major private hospital HMIS.
Vernacular audio voice notes sent directly to patient phones reminding them of medication dosages and follow-up OPD dates.
Crafted with Empathy & Clinical Precision
Built by engineering and clinical enthusiasts passionate about transforming high-throughput healthcare delivery across India.
