VoxMedic
The most accurate Polish medical speech recognition model. Up to 55% fewer transcription errors than Whisper — dictate medical documentation quickly, accurately, and securely.
Model Description
VoxMedic is the most accurate automatic speech recognition (ASR) model specialized in Polish medical speech. Built on the Whisper large-v3-turbo architecture and fine-tuned on thousands of medical recordings, VoxMedic handles clinical terminology, drug names, and specialist vocabulary — the biggest pain points of general-purpose speech-to-text systems.
The results speak for themselves: on medical speech recordings VoxMedic reduces transcription errors (WER) by up to 55% compared to the base Whisper model — from 17.07% down to just 7.64%. Crucially, thanks to a proprietary anti-forgetting training recipe (general-domain data replay, knowledge distillation, and partial LoRA weight merging), the model retains full accuracy on general Polish speech and improves on the base model by up to 42% on out-of-domain recordings.
VoxMedic was built for real clinical work: dictating discharge summaries and test descriptions, transcribing visits, and automating medical documentation. With only 0.8B parameters, the model runs fast even on a single GPU and can be deployed entirely within your facility's infrastructure.
Patient recordings never leave your facility
VoxMedic runs fully locally (on-premise) on your organization's infrastructure. Physician voice data and patient information are never sent to an external cloud, ensuring full GDPR compliance and medical data security.
VoxMedic vs Whisper — transcription comparison
The same report produced by two models. Whisper fails on drug names — VoxMedic transcribes them flawlessly.
Content WER on Polish medical speech recordings (admed dataset, human-read). VoxMedic: 7.64% vs base Whisper large-v3-turbo: 17.07% — 55% fewer errors.
Key Features
Supported Formats
Use Cases
- Dictating medical documentation — discharge summaries, interviews, test descriptions
- Transcribing medical visits and telemedicine consultations
- Voice-based reporting of imaging studies (radiology, ultrasound)
- Creating clinical notes by voice during patient examination
- Digitizing archival medical recordings
- Feeding NLP systems (e.g. MedalioNER) with structured transcriptions
Business Benefits
FAQ – Frequently Asked Questions
API Integration
Models are available as a REST API service or for local deployment within hospital infrastructure. We provide documentation and integration support.
curl -X POST https://api.medalion.tech/v1/transcribe \
-H "Authorization: Bearer YOUR_API_KEY" \
-F "file=@visit_recording.wav" \
-F "model=VoxMedic" \
-F "language=pl"
# Response:
{
"text": "Pacjentka lat 67 przyjęta na oddział
kardiologii z powodu nasilającej się
duszności. Włączono furosemid 40 mg
oraz ramipril 5 mg.",
"duration": 18.4,
"language": "pl"
}Test VoxMedic on recordings from your facility
Contact us to get API access or discuss an on-premise deployment.