Medical AI & MedTech
Research-oriented AI prototypes for medical, life-science and MedTech applications.
AI prototypes for medical, life-science and MedTech applications.
Artabel develops research-oriented AI solutions for medical and life-science contexts where data, validation and workflow fit matter.
We help partners explore whether AI can support analysis, decision-making, documentation or prototype development before moving toward larger pilots or regulated product pathways.
Where we help
Medical image analysis
We develop AI prototypes for visual medical data, including image classification, segmentation, pattern recognition and expert-support workflows.
Multimodal medical data
We combine images, reports, laboratory values, tabular data and textual information to support research exploration and decision-support concepts.
Data-scarce AI prototypes
Many medical projects start with limited annotations or small datasets. We help assess what is technically feasible, what evidence is missing and which modelling approach is appropriate.
Research and clinical-adjacent workflows
We build prototypes that support human experts, accelerate research workflows and create evidence for the next development step.
Typical prototype formats:
- Medical image analysis proof of concept
- Biomarker or laboratory data exploration
- Research dashboard for multimodal patient or cohort data
- Decision-support concept with human review
- Automated extraction from medical documents or reports
- Feasibility study for a MedTech product idea
- Evaluation framework for model performance and workflow fit
How we approach medical AI
Careful scoping
We define the intended use, the available data, the limitations and the required evidence before modelling begins.
Human oversight
Our prototypes are designed to support human experts, not replace them.
Secure workflows
We treat privacy, access control and responsible data handling as core design constraints.
Validation focus
We help define what the prototype must demonstrate before it can become a pilot, a product component or a research deliverable.
Example project directions
Medical imaging assistant
A prototype that supports experts in reviewing image data, identifying patterns and testing whether AI can reduce manual workload.
Multimodal research workbench
A research tool that combines structured data, reports and visual inputs to help explore hypotheses and generate evidence.
Data-scarce MedTech prototype
A feasibility study to assess whether useful AI models can be developed from limited annotated data.
Responsible medical AI
Medical AI requires careful handling of data, claims and validation.
Artabel supports research prototypes and workflow-support systems. When a project is intended for clinical or regulated use, the validation, documentation and regulatory pathway must be defined explicitly with the relevant partners.