Models
Parrotlet ASR, vision and embedding models
Datasets
Evaluation sets, knowledge graphs, population data
Resources
KARMA, BODHI, MCP knowledge bases, reference lists
Live demo
Try the models in your browser
Latest Releases
Parrotlet Open Models
Open weights for medical document intelligence: Parrotlet-v 2.5 Pro, Med Doc Classifier and Document PII Redactor.
Parrotlet-a 2.5 Pro
Medical ASR for Indian English, Hindi, Marathi, Kannada and Telugu, benchmarked against nine production systems.
BODHI
Bharat Ontology for Disease & Healthcare Informatics: open, clinician-validated clinical knowledge graphs.
Blogs
- Releasing Parrotlet Open Models: Open Weights for Medical Document Intelligence
- Benchmark Update: Releasing Parrotlet-a 2.5 Pro
- Beyond Frontier Models: Grounding AI in Indian Clinical Reality
- BODHI: Bharat Ontology for Disease & Healthcare Informatics
- Parrotlet-a 2 Pro: The Most Performant Speech Recognition Model for Indian Healthcare
- Introducing KARMA – OpenMedEvalKit
- Parrotlet-E & Eka IndicMTEB
- Beyond Traditional WER: Semantic WER for ASR
- Parrotlet-V Lite (4B) – Vision LLM
- Parrotlet-A EN (5B) – Medical ASR LLM
- Advancing Healthcare AI Evaluation in India
- Lab-Ready and Prescription-Perfect: Eka Care’s Small LLMs vs. Industry Giants
- Extracting Structured Information from Lab Reports: Challenges and Learnings
- Eka’s heart rate monitor
- Leveraging semantic technologies in healthcare
- The Quiet Threat: Understanding Latent Iron Deficiency
- Cholesterol Chronicles – The Indian Disadvantage
- Annual Health Report – India, 2022
Used by the Community
External teams building on or citing Eka’s open datasets, models and research.Google Health
MedASR fine-tuning tutorial uses the Eka Medical ASR dataset
ElevenLabs
Scribe v2 Medical benchmarked on the Eka Medical ASR dataset
Microsoft Research India
Two papers with Ashoka University analyse Eka’s clinical conversation and ASR datasets
Academic research
EACL 2026, Univ. of Hamburg, NORDIS TECH and others fine-tune or benchmark on Eka assets
All citations
All citations
Building on Eka open assets
- Google Health – MedASR fine-tuning notebook · fine-tunes on the Eka Medical ASR dataset
- ElevenLabs – Scribe v2 Medical GA · benchmarks on the Eka Medical ASR dataset
- USTC / Univ. of Florida – Synthetic Doctor-Patient Dialogue Generation for Robust Medical ASR (EACL 2026) · fine-tunes Parrotlet-a-en-5b
- NORDIS TECH – MedWER · baselines on the Eka Medical ASR dataset
- Univ. of Hamburg – MoDiCoL · sources medical speech from the Eka Medical ASR dataset
- Microsoft Research India / Ashoka – Jaiswal et al. (2026), Evaluating Ambient Clinical Scribes in India · Eka Clinical Note Generation and Medical ASR datasets
- Microsoft Research India / Ashoka / IIT Madras – Shailya et al. (2026), Building a Cultural Perspective on Doctor-Patient Conversations · Eka Clinical Note Generation dataset
- Kumar et al. (2025) – ASR Under the Stethoscope · Eka Medical ASR dataset
Publications
- When De-noising Hurts: A Systematic Study of Speech Enhancement Effects on Modern Medical ASR Systems · Chondhekar, Murukuri, Vasani, Goyal, Badami, Rana, SN, Pandia, Katiyar, Jagadeesh, Gulati (2025) · arXiv
- Latent iron deficiency in Indian women and children: A descriptive analysis · Badami, SN, Vasani, Tuniki, Kapoor, Gulati (2024) · International Journal of Clinical Biochemistry and Research · Article · DOI 10.18231/j.ijcbr.2024.010
- Smartphone-based health monitoring in India: Data collection and evaluation for pulse rate estimation · Shetty, Narasimhamurthy, Nataraj, Prabhu, Jagadeesh, Katre et al. (2024) · Journal of Family Medicine and Primary Care
- AI Horizons in Indian Healthcare: A Vision for Transformation and Equity · Kapoor, SN, PS, Sethia, DB · Indian Journal of Community Medicine · in print
- Demographic Profile and Antibiotic Prescription Practices in Outpatient Private Practice for Respiratory Tract Infections in Urban India · Arunkumar, SN, Kapoor, Gupta, Jainkuniya, Gulati · Cureus · under review