Integrating Medical Expertise into Healthcare Data Workflows

Voxel-precise, protocol-driven imaging review and segmentation to support clinical trials.


• Baseline and follow-up tumour segmentation
• Inter-rater reliability and peer-review workflows
• Multimodal PET/CT/MRI interpretation
• Image standardisation for multi-site studies

High-fidelity 3D segmentation for surgical planning, simulation and intraoperative decision support.


• Organ and tissue modelling for digital twins
• Pre-operative anatomical mapping
• Vessel and nerve-pathway delineation
• Measurement sets for surgical planning

Annotation and image structuring for diagnostic dentistry and automated dental assessment tools.


• Tooth classification and numbering
• Detection of caries, fractures, implants and restorations
• Segmentation of jaws, roots and sinuses
• Landmarking for orthodontic planning and alignment

Cell-level annotation and biomarker mapping for AI models in histopathology, oncology and precision medicine.


• Nuclear and cellular segmentation
• Biomarker and region-specific annotation
• Landmark-based morphology analysis
• High-resolution tile classification for whole-slide images

Voxel-Precise Segmentation

Detailed annotation of infarcts, haemorrhages, tumours, cysts and other abnormalities across diverse CT and MRI sequences.

Structured Clinical Protocols

Protocols capture lesion type, volume and anatomical positioning, ensuring consistent interpretation across complex neuroimaging.

Expanded Regions of Interest

Support for additional ROIs such as aneurysms, fractures and atrophy to enable comprehensive neurological analysis.

Diagnostic and Interventional Support

Segmentation workflows tailored for diagnostic radiology and interventional procedures, including hepatocellular carcinoma and tumour ablation.

Anatomical Precision

Accurate delineation of liver interfaces such as parenchyma regions and portal vein territories, even in variable or complex cases.

Handling Clinical Variability

Processes adapted for challenges like fibrosis, fat content and atypical tumour boundaries to maintain consistent segmentation quality.

Agnostic Vessel Segmentation

Segmentation across head & neck, thorax, abdomen, and lower limbs, covering major vessels and complex anatomical regions.

Critical Structure Analysis

Support for aorta-focused projects, including precise diameter measurements essential for aneurysm evaluation and clinical modelling.

Validated 3D Workflows

Voxel-level segmentation refined by radiologists, with optional pre-segmentation techniques for efficient review and adjustment.

Coronary CT Angiogram Analysis

Segmentation of cardiac structures to support stenosis detection and detailed assessment of coronary vessels.

3D Digital Twin Generation

Workflows designed to produce 3D models of the heart, enabling advanced planning and evaluation in cardiac imaging.

Precise Anatomical Delineation

Annotation of key areas including the endocardium, epicardium, ventricles and valves at both end-systole and end-diastole for complete functional analysis.

Comprehensive Fracture Identification

Annotation of subtle and complex fractures across chest and skeletal imaging, including hairline and low-contrast cases.

Landmark and Structural Analysis

Use of landmarks, polygons, and bounding boxes to assess bone alignment, cartilage structures and anatomical relationships.

Support for Diagnostic Challenges

Workflows adapted to overlapping structures, variable visibility and healing-stage differentiation to ensure consistent interpretation.

Broad Modality Coverage

Annotation across additional organs and modalities, including spleen, kidneys, breast, ultrasound and PET imaging.

Integration of Clinical Reports

Use of DICOM metadata and radiology reports to refine region selection and ensure clinically relevant annotations.

Refinement by Domain Experts

Pre-segmented datasets reviewed and adjusted by radiologists and technologists to maintain accuracy across diverse imaging contexts.