๐Ÿ‡ฎ๐Ÿ‡ณABDM-Integrated ยท Built for IndiaโšกVande Bharatam Applicant

Your Medical Records, Intelligently Managed.

Forward a lab report on WhatsApp โ€” AI extracts, organizes, and analyzes your entire health history in seconds. Get a personalized risk score, track trends, and share with your doctor instantly.

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Forward via WhatsApp
Built in India. For Bharat.
ABDM Ready
wHealth

Documents

12

Risk Score

34

Concerns

2

CBC ยท Apollo ยท 12/03/2026

Lab Report
94%

HbA1c ยท Thyrocare ยท 15/01/2026

Lab Report
98%

Metformin 500mg ยท Dr. Mehta

Prescription
91%
34

Health Risk Score

Low Risk ยท Last updated today

โ†“ Improved from 42 last month

Risk Score: 34 โ€” Low
HbA1c trending โ†“
AI Refreshed ยท 2m ago
0+

Medical Documents Parsed

0%

AI Extraction Accuracy

<0s

Average Parse Time

0+

API Endpoints

The Problem

India Has 1.4B People. No One Owns Their Health Records.

Medical records are scattered across hospitals, labs, and clinics with zero interoperability. Most results still arrive as PDFs on WhatsApp. Patients carry plastic bags of physical reports to every consultation โ€” and when those are lost, the history is gone. This hurts patients and wastes clinic time equally.

Fragmentation

Medical records are scattered across hospitals, labs, and clinics with zero interoperability. When patients lose their plastic bag of reports, the history is gone.

No Comprehension Layer

Even when records exist, patients cannot interpret them. A doctor has 5โ€“10 minutes per visit โ€” there is no time to explain what an abnormal HbA1c trend means over 12 months.

Paper-to-Digital Gap

Most Indian diagnostic labs still deliver results as PDFs over WhatsApp. There is no structured, machine-readable health record for the vast majority of Indians.

The Clinic's Hidden Cost

Doctors spend 15โ€“20 minutes per patient reconstructing history from memory and fragments. Duplicate tests are ordered. Chronic conditions are managed reactively. wHealth solves this โ€” and that is why clinics pay.

Why do clinics pay to solve a patient problem?

Because incomplete patient history directly costs clinics money and reputation. Duplicate tests ordered from scratch. Consultations extended by history-taking. Preventable readmissions. Missed chronic conditions. A clinic that gives patients wHealth gets faster consultations, better outcomes, and higher patient retention โ€” the patient's problem and the clinic's efficiency problem are the same problem.

The consequence: preventable conditions go undetected, duplicate tests are ordered, and chronic disease management stays reactive.

The government recognized this and built ABDM โ€” a national digital health infrastructure with 700M+ ABHA IDs already enrolled. The backbone exists. The patient-facing intelligence layer does not. That is the gap wHealth fills.

wHealth

Online ยท AI-powered

๐Ÿ’Š [Prescription_Apollo.pdf]

10:32

โœ… Got it! Analyzing your prescriptionโ€ฆ I'll update your health record in a moment.

10:32

๐Ÿ“‹ Done! Added to your records.

โ€ข Metformin 500mg (twice daily)

โ€ข Atorvastatin 10mg (once daily)

Your medication list is now up to date.

10:33

What are my current medications?

10:35

You're currently on:

1. Metformin 500mg

2. Atorvastatin 10mg

3. Amlodipine 5mg

All from prescriptions in the last 3 months.

10:35

Send a PDF or type a messageโ€ฆ
WhatsApp Integration

Upload Without Opening an App

Your patients already use WhatsApp. Now they can forward any medical PDF to wHealth and it's automatically parsed, categorized, and added to their health record โ€” no login required.

Send any PDF โ†’ auto-parsed and added to your health record

Instant acknowledgment before AI processing begins

No separate app download โ€” just forward to our number

Multi-step guided registration via natural conversation

24-hour secure session management with auto-expiry

Acknowledgment sent before AI processing โ€” zero perceived latency
Core Features

Everything You Need to Understand Your Health

From raw PDF to personalized AI insights โ€” wHealth transforms scattered medical documents into a coherent, actionable health picture.

AI Document Parsing

Upload any PDF โ€” lab reports, prescriptions, scans, discharge summaries. AI extracts test results, medications, vitals, findings, and dates in under 10 seconds with a 0โ€“100% accuracy score.

PDF uploadBulk upload (10 files)Accuracy scoring

Lab Trends Over Time

Interactive line charts tracking CBC, glucose, HbA1c, thyroid, lipids, and 50+ other markers across all your reports. See normal ranges, abnormal dots, and trend direction โ€” improving, stable, or degrading.

Normal range bandsAbnormality flags% of Normal mode

Health Risk Scoring

A proprietary date-weighted algorithm scores your health 0โ€“100 based on recency of concerning values. Very recent alerts (โ‰ค90 days) carry the most weight. Condition bonuses for chronic and acute conditions.

Date-recency weightsAlgorithm v3Auto-updates on upload

Medical AI Chat

Ask anything about your complete health history. AI maintains multi-turn context, weighs your 3 most recent reports at 70%, and gives answers with confidence levels, key points, and source references.

Multi-turn contextRecency-weightedConfidence levels

Practitioner Sharing

Generate named share links for each doctor (e.g., 'Dr. Mehta โ€” Cardiology'). Zero login required. Always reflects your latest uploads. Track access count and last viewed. Revoke anytime.

Zero login neededAccess trackingInstant revocation

Full-Text Search

Weighted search across every document โ€” doctor names, lab names, test results, medications, findings, vitals, location, and notes. Results ranked by relevance with match highlights.

Weighted scoring200ms debounce3 match labels per result
Powered by AI

Intelligence at Every Layer

Four AI-powered capabilities โ€” each drawing from your entire medical history, not just the latest document.

34Low Risk

Proprietary Risk Algorithm v3

Date-weighted scoring considers recency of each concerning value. Fresh alerts matter more than stale ones.

โ‰ค 90 days

5 pts each ยท Cap 25

91 โ€“ 180 days

3 pts each ยท Cap 12

> 180 days

1 pt each ยท Cap 8

Resolved

1 pt each ยท Cap 5

โšก

+15 bonus for cancer/stroke findings ยท +8 bonus for diabetes/cardiac/hypertension

How It Works

From Upload to Insight in 3 Steps

No configuration. No manual entry. Just drop your documents and let AI do the rest.

1

Upload Your Documents

Drop PDFs via the web app or forward them on WhatsApp. We accept lab reports, prescriptions, scan reports, discharge summaries โ€” anything medical.

12 documents ยท 4 categories

Processing in parallelโ€ฆ

2

AI Analyzes

AI extracts structured data from every document โ€” test values, normal ranges, medications, vitals, diagnoses, doctor names, and dates. Under 10 seconds per file.

94% parsing accuracy

18 test results ยท 3 medications

3

Understand Your Health

Get a personalized risk score, trend charts, 5-section recommendations, and the ability to ask your full history anything. Share the complete picture with your doctor instantly.

Risk Score: 34 (Low)

2 priority actions ยท 4 trends

๐Ÿ‡ฎ๐Ÿ‡ณ India-First Integration

Integrated with India's National Health Stack

Connect your ABHA account and import every government health record automatically. wHealth is natively built for India's Ayushman Bharat Digital Mission ecosystem.

One-Click Record Import

Consent-based fetch of all health records from the ABDM gateway. Your records from any ABDM-connected hospital, clinic, or lab are auto-imported and parsed.

Encrypted Token Storage

Your ABHA access tokens are stored using Fernet symmetric encryption โ€” never in plaintext. Rotatable, revocable, and never shared with third parties.

Flexible Account Creation

Create or link your ABHA account via Aadhaar OTP or mobile OTP. 4-step guided wizard with 30-second OTP resend cooldown and 24-hour session expiry.

1
2
3
4

Verify with Aadhaar OTP

Enter the 6-digit OTP sent to your Aadhaar-linked mobile

6
8
ยท
ยท
ยท
ยท
Resend OTP in 28s
NHAABDMABHAIndia-first
Practitioner Sharing

Give Your Doctor the Full Picture

No more printing stacks of reports before appointments. Create a named share link for each practitioner and they instantly see your complete medical history, risk score, lab trends, medications, and all PDFs.

Named links per doctor (e.g., 'Dr. Mehta โ€” Cardiology')

Zero-login access โ€” practitioners view instantly in browser

Live-updating โ€” reflects your latest uploads in real time

Access tracking โ€” view count, last opened timestamp

One-click revocation โ€” revoke access instantly

whealth.in/shared/abc123xyz...

Priya S. โ€” Medical History

Shared by patient ยท Dr. Mehta โ€” Cardiology

Active

12

Docs

2

Concerns

3

Meds

4

Doctors

TOP CONCERNS

HbA1c

Normal: 4.0โ€“5.6%

6.2%

Moderate

LDL Cholesterol

Normal: <100 mg/dL

148 mg/dL

High

MEDICATIONS

Metformin 500mgAtorvastatin 10mgAmlodipine 5mg
Enterprise & Clinics

Built for Clinics and Health Enterprises

A comprehensive admin dashboard to manage your entire patient population โ€” risk scoring, document management, AI analysis, and demographic insights.

Patient Roster with Metrics

Paginated patient list with risk score, document count, last upload date, and new documents this week per patient. Sort and search across all patients.

Upload on Behalf of Patients

Upload documents for any patient directly from the admin dashboard. Full AI parsing, XML update, and cache invalidation โ€” same pipeline as patient uploads.

Per-Patient AI Analysis

Access the full 5-tab AI dashboard for any patient โ€” risk score, recommendations, trends, concerning values โ€” with the ability to manually trigger AI refresh.

Demographic Analytics

Aggregate analytics: age distribution, gender split, blood group distribution, location heatmap, registration trends by month, document category breakdown.

Share Link Management

View, track, and revoke share links across all patients. Monitor access counts, last accessed timestamps, and link health.

Patient Roster

4 patients

Patient

Docs

Risk

Last Upload

P
Priya S.
12
34Low
Today
R
Rahul M.
8
58Mod
Yesterday
A
Anjali V.
15
22Low
2 days
D
Deepak R.
6
72High
1 week
Showing 4 of 248 patients
Security & Privacy

Enterprise-Grade Security

Medical data demands the highest security standards. Every layer of wHealth is built with encryption, access control, and data residency in mind.

End-to-End Encryption

  • JWT authentication with HS256 signing
  • bcrypt password hashing (cost factor 12)
  • Fernet symmetric encryption for ABHA tokens
  • HTTPS enforced on all connections
  • Tokens never stored in plaintext

Role-Based Access Control

  • Patients access only their own records
  • Admin role with separate auth flow
  • Practitioner access via token-gated share links
  • Token-authenticated PDF streaming
  • Share link instant revocation

Data Residency & Storage

  • India data residency โ€” data never leaves the country
  • Persistent encrypted volumes (Fly.io)
  • MongoDB Atlas managed database
  • Separate storage volumes per machine
  • 24-hour TTL on temporary sessions

AI Data Processing Safety

  • Medical data sent to AI is processed ephemerally โ€” never stored by the AI provider
  • Zero data retention: your data is not used for model training
  • Model-agnostic: switchable to on-premise LLMs for air-gapped hospital deployments
  • Only document text is extracted โ€” raw files never leave our India servers
  • All AI calls are server-side; raw AI responses never exposed to the client
Fernet Encryption
JWT Auth
Encrypted at Rest
HTTPS Only
India Data Residency
โš™๏ธ For Investors

Built on Production-Grade Infrastructure

Every technology choice is deliberate โ€” optimized for developer velocity, reliability at scale, and India-first deployment.

Backend & AI

FastAPI

Python async REST framework

AI / LLM

Model-agnostic (currently Anthropic Claude)

MongoDB Atlas

Managed cloud database

Motor

Async MongoDB driver

Pydantic v2

Data validation & schema

Fernet Cryptography

Token encryption

Frontend

React 19

UI framework

Next.js

Production React framework

Tailwind CSS v4

Utility-first CSS

Framer Motion

Animation library

Recharts

Data visualization

Lucide React

Icon library

Infrastructure & Integrations

Fly.io

India region deployment

Docker

Multi-stage container builds

GitHub Actions

CI/CD pipeline

Resend

Transactional email OTP

WhatsApp Cloud API

Messaging integration

ABDM Gateway

India health records

157 tests passing
CI/CD on every push to main
Auto-deployed to production
Health check every 30s
Zero-downtime deploys
Our Vision

The Health Operating System for Every Indian

In 10 years, wHealth becomes the single source of truth for a person's complete medical life, from birth to old age โ€” India's MyChart, but built for Bharat.

Serving Every Indian

Every Indian โ€” urban or rural, tech-savvy or not โ€” walks into any hospital and their doctor already has full context. No repeated tests, no lost records, no starting from zero.

India's National Health Layer

Through deep ABDM integration, wHealth sits at the centre of India's national health stack โ€” the layer that makes government infrastructure meaningful to real people.

Proactive Health Intelligence

Beyond records, wHealth evolves into a predictive platform: surfacing risk before symptoms appear, connecting patients to the right specialists, enabling population-level health insights.

From Reactive to Preventive

Shift Indian healthcare from reactive treatment to proactive, personalised prevention โ€” tackling the chronic disease epidemic at scale across all 800+ districts of Bharat.

India's Equivalent of MyChart (USA)

MyChart serves 180M+ Americans through Epic's hospital network.

India already has a stronger foundation โ€” a government-mandated digital health backbone (ABDM) with hundreds of millions enrolled, and a population 4ร— the size of the US. wHealth is the patient-owned layer that makes this infrastructure real for every Indian.

The Team

Built by Engineers Who Know India

Both CMU Heinz College alumni โ€” one with infrastructure DNA, one with AI/ML depth. Exactly the combination needed to build India's health intelligence layer.

MA

Mragank Agarwal

Founder, wHealth

Carnegie Mellon-trained engineer with 9 years of experience building and scaling cloud-native platforms at enterprise scale. Currently Senior Engineer at CrowdStrike, building NG SIEM connector infrastructure for high-throughput, low-latency security telemetry ingestion at large scale. Previously at NextEra Energy and eIQ Mobility (acquired by NextEra), architecting mission-critical distributed systems. He built the entire wHealth stack โ€” FastAPI, React, AI / LLM integration, ABDM โ€” and brings the infrastructure DNA needed to scale India's health record layer.

AC

Asparsh Chandera

Co-Founder, wHealth

Senior Data Scientist at Cisco with 6+ years building large-scale AI/ML systems. His work spans NLP, predictive analytics, and deep neural network pipelines across Cisco's enterprise products. Previously a Software Engineer at Allscripts โ€” a healthcare IT company โ€” giving him direct domain experience in medical software. His ML depth is directly applicable to wHealth's core: AI-powered medical document parsing, health risk modelling, and population-level analytics.

Education

  • M.S. MIS โ€” Carnegie Mellon University, Heinz College
  • B.E. โ€” PES University, Bengaluru

Education

  • M.S. MIS โ€” Carnegie Mellon University, Heinz College
  • B.E. Information Science โ€” Ramaiah Institute of Technology

Experience

  • CrowdStrike โ€” Senior Engineer, Cloud (NG SIEM platform)
  • NextEra Energy โ€” real-time EV fleet infrastructure
  • eIQ Mobility (acquired by NextEra) โ€” WebSocket charging systems
  • 9 years building cloud-native platforms at enterprise scale

Experience

  • Senior Data Scientist, Cisco (6+ years)
  • Software Engineer, Allscripts (healthcare IT)
๐ŸŽ“

Both founders met at Carnegie Mellon University โ€” Heinz College while studying abroad in Pittsburgh. Thousands of miles from home, they saw firsthand how seamlessly healthcare data flows in developed markets โ€” and came back determined to build the same for India. One brings full-stack infrastructure depth; the other brings AI/ML expertise. Together, they are solving the problem at its root.

๐Ÿ‡ฎ๐Ÿ‡ณ

Vande Bharatam Initiative โ€” Adani Group

wHealth is applying to Vande Bharatam โ€” Adani Group's nationwide entrepreneurship initiative โ€” with the mission to bring India's health record infrastructure to all 800+ districts. When we came across Vande Bharatam, we felt a genuine rush of excitement โ€” for the first time, we saw a platform that could help make wHealth a reality at the scale it deserves.

Bharat ka swasthya, ab haath mein.