India's Health Intelligence Layer

Data that builds
smarter health models

Ethera Global curates and licenses the most comprehensive de-identified Indian healthcare dataset — spanning clinical claims, laboratory diagnostics, and population health — purpose-built for AI and machine learning at scale. Our dataset is continuously growing — updated with new claims and laboratory records every month.

200M+
Lab Records
10M+
Claims Documents
700+
Source Institutions

Founded by builders who understand health data

Ethera Global was founded by some of India's leading technology entrepreneurs, bringing together deep expertise in healthcare systems, medical data infrastructure, and advanced AI and machine learning.

Our founders have built some of the most widely deployed health-tech platforms in India and the Middle East — and have spent years developing state-of-the-art generative AI and large language models trained on clinical and diagnostic data.

Ethera is predominantly a data company. We don't just aggregate — we structure, de-identify, and contextualise India's richest health dataset, making it ready for enterprise consumption and model training at a global standard.

700+
Hospitals & diagnostic labs as source institutions
10+
Years of longitudinal health records
3
Countries: India, UAE, Saudi Arabia
100%
De-identified, privacy-compliant at source

India's largest heterogeneous health corpus — and growing

Claims Data — End to End

Complete clinical claims lifecycle: prior authorization, in-process adjudication, and final discharge settlement. Includes structured claim forms, clinical narratives, and diagnosis codes.

10M+ claims

Inpatient Longitudinal Records

Full admission-to-discharge records covering triage, clinical notes, procedure logs, discharge summaries, medication histories, and outcome data — one of the few complete inpatient pipelines in India.

Multi-year longitudinal

Laboratory & Diagnostic Reports

The largest Indian lab dataset — over 200 million diagnostic reports spanning biochemistry, haematology, microbiology, imaging interpretation, and speciality panels from 700+ diagnostic labs and chains.

200M+ lab records

Knowledge Graph Layer

Structured ontological overlays linking diagnoses, procedures, drugs, and lab markers — enabling context-aware querying and RAG-ready retrieval for LLM grounding.

Graph-structured

API-Ready Data Delivery

Consume via structured API, periodic data lake delivery, or custom knowledge graph integration. Designed for seamless ingestion into model training pipelines and evaluation frameworks.

REST API · Batch · Stream

De-identification & Compliance

All data is anonymised using our proprietary de-identification pipeline, developed to clinical-grade standards. Privacy and regulatory compliance is embedded at every stage of data processing.

Clinical-grade PII removal

Built for enterprises building at the frontier

01

Large Language Model Companies

Ground your health models in authentic Indian clinical context. Improve prompt reliability, reduce hallucination, and expand into the world's largest health underserved market.

02

Wearable & Digital Health Brands

Contextualise device signals against real-world clinical benchmarks. Build population-calibrated models that reflect Indian physiology and disease burden.

03

Pharma & Life Sciences

Accelerate real-world evidence generation, patient cohort identification, and drug utilisation studies with India's most structured clinical dataset.

04

Insurers & Reinsurers

Underwrite with precision using longitudinal claims and diagnostic data. Build risk models calibrated to Indian population health patterns and comorbidity profiles.

The world's most underrepresented health population

1

1.4 billion people, nearly absent from global datasets

Global health AI models are overwhelmingly trained on Western cohorts. Indian disease profiles, comorbidities, and drug metabolism differ significantly — and current models fail to reflect this.

2

Unique genetic and metabolic diversity

South Asian populations carry distinct risk profiles for metabolic syndrome, cardiovascular disease, and diabetes — patterns that require locally-grounded training data to model accurately.

3

The next frontier for health AI adoption

India is scaling digital health infrastructure rapidly. Enterprises that train on Indian data today will have a decisive advantage as this market reaches global scale within this decade.

4

Heterogeneous and high-signal data

Our dataset spans urban hospitals, tier-2 clinics, and pan-India diagnostic chains — producing a diversity of clinical pathways that monolithic Western datasets simply cannot replicate.

Dataset Composition

Lab Reports (biochemistry, haematology, etc.) 200M+
Clinical Claims Documents 10M+
Inpatient Admission–Discharge Records Multi-M
Prior Auth & Discharge Summaries Millions
Knowledge Graph Nodes & Edges Billions
Coverage
India · UAE · Saudi Arabia
700+ hospitals and labs
10+ year longitudinal depth
↑ Updated monthly with new records

Three ways to consume the data

01

Evaluation Dataset

A curated, de-identified sample — structured across claims and lab modalities — for benchmarking your model's performance on Indian health data. Ready to ingest into your evaluation pipeline.

02

API Layer

Programmatic access to our continuously refreshed dataset via a clean REST API. Query by condition, specialty, geography, or lab marker — on-demand, at scale, with versioned schema.

03

Knowledge Graph

A fully structured context graph linking clinical entities, diagnostic markers, and outcomes — designed for RAG pipelines, LLM grounding, and high-precision retrieval at inference time.

Deep expertise at every layer

Ethera Global's founding team brings together proven operators who have built and scaled healthcare technology platforms serving thousands of hospitals and millions of patients across India, the Middle East, and Southeast Asia. Our technical team has hands-on experience developing foundation models, generative AI systems, and clinical NLP — applied to real-world health data at enterprise scale.

Health Data Infrastructure Claims & RCM Systems Laboratory Informatics Large Language Models Clinical NLP Generative AI De-identification & Privacy Knowledge Graph Engineering Healthcare AI Research
Get In Touch

Ready to build with India's health data?

info@etheraglobal.com →

For dataset access, partnerships, and enterprise enquiries