AI Model Development and Improvement
Service Description
Overview
This service supports the development and improvement of customized AI models for healthcare applications, from early-stage concepts to existing solutions requiring further optimization. Multitel develops AI components for medical imaging, time-series and sequential data, multimodal data and other application-specific inputs. Depending on the customer’s needs, the work can focus on improving accuracy, robustness, processing speed, explainability, uncertainty estimation or functionality. The service combines expertise in machine learning, deep learning, computer vision, multimodal analysis and signal processing, while keeping clinical relevance, validation, traceability and integration into the medical-device development lifecycle in mind.
How can the service help you?
The service is intended for SMEs and technology developers that need specialized AI expertise to transform healthcare data into a usable AI component or improve an existing solution.
Before the service, the customer may have a clinical or technical objective and available data but no suitable AI model, or may already have a model whose accuracy, robustness, explainability, processing speed or functionality needs improvement.
Multitel brings expertise in machine learning and deep learning, computer vision, multimodal data analysis, predictive and sequential modelling, signal processing and Trustworthy AI. Depending on the use case, this expertise can be used to select an appropriate modelling approach, develop a new AI component, improve an existing model, or make the solution more suitable for subsequent validation and integration.
After the service, the customer receives a developed or improved AI model addressing the agreed objectives, together with documented technical results supporting the next development and validation steps.
How will the service be delivered?
The service starts once the objectives, scope, available data and expected outcomes have been agreed with the customer during the quotation phase.
Depending on the agreed scope, Multitel analyses the provided data and, where applicable, the existing AI model. An appropriate modelling and development approach is then implemented, followed by iterative development, testing and evaluation against the agreed objectives. Intermediate results are reviewed with the customer when relevant, allowing the development to be adjusted within the agreed scope.
At the end of the service, the developed or improved AI model and the associated technical results are delivered and discussed with the customer.
The service is carried out by Multitel’s experts and does not require the customer to be on site. Customer interactions can be organized remotely. The execution time depends on the complexity of the application, the available data and the agreed development activities, and is defined during the quotation phase.
Use cases/examples
Example 1 – AI-based patient monitoring for neurodegenerative diseases
A healthcare technology developer needs an AI solution to extract objective indicators of motor function from video data. Multitel develops computer-vision and machine-learning components for motion capture and longitudinal monitoring, with the objective of deriving digital biomarkers relevant to neurological conditions such as Parkinson’s disease.
Outcome: a customized AI component capable of supporting objective motion analysis and subsequent validation within the healthcare application.
Example 2 – Improvement of an AI model for medical image analysis
An SME already has an AI-driven solution for the automatic analysis of medical images but needs to improve its performance and development methodology. Multitel reviews the existing model and development pipeline, identifies improvement opportunities, and refines the model and associated evaluation approach. Depending on the need, the work can address performance, robustness, uncertainty estimation or traceability.
Outcome: an improved AI solution together with technical evidence supporting further development and validation.
These prices are without VAT.
Operational Details
- AI Act
- GDPR
- MDR