AutoML on-premise for hospitals

Medalion — AI Platform for Hospitals

Advanced automated machine learning (AutoML) platform designed to operate within local hospital infrastructure. Medical staff create and deploy AI models without programming.

How it works in practice
1
Connect data
Import from HIS/PACS/RIS and files. Data stays in the hospital.
2
Understand data
Quality reports, statistics, anomalies, dataset comparisons.
3
Build a model
AutoML selects algorithm and tunes parameters. Results are explainable (XAI).
4
Deploy & integrate
Dedicated API and monitoring. Integration with hospital systems.
The entire process (import, analysis, and training) takes place locally — without sending data to the cloud.

How does the Medalion platform work?

The platform consists of key modules: dataset management, data analysis, model creation, an LLM module, and integration with hospital systems. All operations take place locally, ensuring patient data security.

Data flow
locally (on-premise)
HISPACSRISTablesImagesTextAIMedalionReportsAnalysisPredictionDocumentationDiagnosis
Data: HIS/PACS/RIS plus tables, images and text → AI → reports, analysis, prediction, documentation and diagnosis support.
Explanation

The Medalion AI platform ingests medical data from various hospital systems (HIS, PACS, RIS) and text databases, transforming them into structured information ready for analysis.

Artificial intelligence processes this data through layers of machine learning algorithms, automatically identifying patterns and relationships in medical data. The entire model training process takes place locally within the hospital infrastructure, ensuring full security and privacy of patient data.

The system automatically optimizes model parameters, achieving high prediction accuracy without the need for manual programming or sending data outside the facility.

On output, the platform generates detailed analytical reports, medical predictions, and automatic documentation, supporting medical staff in making informed clinical decisions.

AutoML in practice
process automation
PROBLEM IDENTIFICATIONDATA ACQUISITIONDATA PREPARATIONFEATURE SELECTIONPRE-PROCESSINGMODEL SELECTIONTRAININGEVALUATIONDEPLOYMENTPREDICTIONSPROBLEM IDENTIFICATIONMEDALIONPREDICTIONS
AutoML automatyzuje pełny cykl: od przygotowania danych przez wybór modeli i trening, po wdrożenie i predykcje — w Medalion proces sprowadza się do kilku kroków.
AutoML process explanation

Traditionally, building an AI model requires going through dozens of complex stages — from problem identification, through data acquisition and preparation, feature selection, preprocessing, to algorithm selection, training, evaluation, and deployment. Each step requires specialized machine learning knowledge and programming skills. Data science teams spend weeks, often months, optimizing parameters and fine-tuning models.

Medalion automates all of these steps — from data acquisition, through preparation and feature selection, to choosing the best model and training it. The system autonomously analyzes the provided data, detects its structure, identifies patterns, and automatically selects the optimal machine learning algorithm.

This allows medical staff without programming knowledge to focus on two key aspects: defining the clinical problem and interpreting the resulting predictions. The platform delivers ready-made AI models in minutes instead of months — this is what democratizing artificial intelligence means in practice.

Local Infrastructure

Data never leaves the hospital. Full GDPR compliance.

No Coding Required

Intuitive graphical interface for medical staff.

Comprehensive Platform

From data import to model deployment and API.

Local Infrastructure = Maximum Data Security

Medalion, as an advanced AI platform for hospitals, was designed with the highest security standards in mind. The entire process — from data import, through analysis, to model training — takes place exclusively within the hospital's local infrastructure.

What does this mean for you?

  • Full control: Patient data never leaves the secure facility environment.
  • Guaranteed confidentiality: No data transmission to external clouds and servers.
  • Regulatory compliance: Support for medical data protection requirements, including GDPR.
  • Patient trust: Data processed with the utmost care in a secure location.

> Supported data types

Tables
CSV, Excel, SQL
Images
X-ray, MRI, CT, USG
Text
NLP, documentation

Features

  • Automatic data analysis
  • Visualizations and statistics
  • Anomaly detection
  • Dataset comparison
  • AutoML (1-30 min)
  • Feature importance (XAI)

Model Hub

MedalioNER
Medical entity recognition
ready
AnonimiNER
GDPR data anonymization
ready
Pneumonia Classifier
Pneumonia classification (X-ray)
ready
DATASETS MODULE

Dataset Management

Import data from HIS, PACS and files, review and edit records, and forms for collecting new data. Support for tabular and image data.

  • CSV, Excel, JSON and SQL databases
  • Image data X-ray, MRI, CT with categorization
  • Forms for clinical data collection
Request a demo
Dataset Management
DATA ANALYSIS MODULE

Advanced Data Analysis

Automatic analytical reports, anomaly detection, and visualizations. Compare datasets from different sources and time periods.

  • Descriptive statistics and quality reports
  • Alerts for gaps and anomalies
  • Dataset comparison
Request a demo
Advanced Data Analysis
MODELS MODULE

AI Model Creation

AutoML and ready-made models from the hub. Each model receives a dedicated API and quality monitoring.

  • Automatic algorithm selection and optimization
  • Tabular and multimodal models
  • Instant deployment of hub models
Request a demo
AI Model Creation
LLM MODULE

Language Models

Medical documentation analysis, information extraction, and integration with local LLM models (Ollama).

  • Analysis of notes and exam reports
  • Information extraction from documents
  • Fully local processing
Request a demo
Language Models
RAD MODULE

Image Data Analysis

Advanced analysis of X-ray, MRI, CT, and USG images with automatic lesion detection.

  • Support for all imaging modalities
  • Automatic pathological change detection
  • Clinical diagnostic support
Request a demo
Image Data Analysis
INTEGRATIONS MODULE

API & Integrations

Each model in the Medalion platform automatically receives a dedicated API endpoint with documentation. Integrate models with existing hospital systems seamlessly.

  • Automatic API for each model version
  • Easy integration with HIS/KIS/PACS
  • Real-time usage and performance monitoring
Request a demo
API & Integrations

Benefits for your facility

Time Savings

Reduce AI model creation time from months to hours through automation of the entire process.

High Accuracy

Models achieve over 90% accuracy through advanced algorithms and optimization.

Ease of Use

Intuitive interface requires no specialized machine learning knowledge.

Cost Reduction

Significant reduction in AI development costs and shorter deployment time in the organization.

Expert Support

Full technical and medical support at every stage of deployment and usage.

Scalability

The platform grows with your organization, handling increasing amounts of data.

Choose the Medalion version for you

We offer different platform versions tailored to the needs of different types of medical facilities and specialist teams.

Tech

Tabular Data Analysis

Ideal for facilities and teams focused on analyzing numerical and categorical data: lab results, demographics, treatment history, vital parameters.

  • Automatic structural data analysis
  • Predictive models for clinical data
  • Anomaly detection in parameters
  • Reporting and visualizations
Rad

Image Data Analysis

Ideal for radiology departments, imaging diagnostics labs, and researchers working with medical images (X-ray, MRI, CT, USG).

  • Automatic medical image analysis
  • Pathological change detection
  • Radiological diagnostic support
  • PACS system integration
  • Temporal image comparison
LLM

Language Model Utilization

Ideal for teams needing text data analysis and processing: medical documentation, doctor's notes, scientific publications.

  • Medical documentation analysis
  • Information extraction from text
  • Automatic summaries
  • Integration with Ollama
  • Local processing
START YOUR TRANSFORMATION

Ready for an AI revolution in your facility?

Join the group of medical institutions already leveraging the Medalion platform. Start your AI journey today.