> ## Documentation Index
> Fetch the complete documentation index at: https://ekacare-quickstart-cleanup.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Models

## EkaCare Models

### Parrotlet-V-Lite-4B

* A purpose-built vision LLM optimized for parsing Indian medical records, including lab reports, digital prescriptions, document classification, and PII extraction.
* Deployable via Hugging Face, it enables structured data extraction from medical images and PDFs for healthcare AI and interoperability workflows.
* [AIKosh](https://aikosh.indiaai.gov.in/home/models/details/parrotlet_v_lite_4b.html) | [Hugging Face](https://huggingface.co/ekacare/parrotlet-v-lite-4b)

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### Parrotlet-A-EN-5B

* A healthcare-optimized ASR model for transcribing English medical speech in Indian clinical settings, combining a Whisper V3 encoder with a MedGemma3 4B decoder.
* Designed for accurate short-form medical audio transcription, it enables high-fidelity speech-to-text conversion for scribe and voice-enabled healthcare applications.
* [AIKosh](https://aikosh.indiaai.gov.in/home/models/details/parrotlet_a_en_5b.html) | [Hugging Face](https://huggingface.co/ekacare/parrotlet-a-en-5b)

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### Parrotlet-E

* A state-of-the-art multilingual embedding model optimized for entity-level medical concept representation across 12 Indic languages and English.
* Fine-tuned on 18M+ SNOMED CT and UMLS-aligned term pairs, it enables robust cross-lingual medical coding, semantic search, and retrieval with benchmark-leading performance on Eka-IndicMTEB.
* [AIKosh](https://aikosh.indiaai.gov.in/home/models/details/parrotlet_e.html) | [Hugging Face](https://huggingface.co/ekacare/parrotlet-e)