AI PATHOLOGY • VIRTUAL STAINING • MARGIN ANALYSIS

Pathology at
surgical speed.

SwiftDx is an AI-powered pathology platform that virtually stains tissue samples and performs real-time cancer margin assessment using MONAI-based medical imaging models and large vision-language architectures.

MODEL PERFORMANCE

Live Diagnostic Metrics

84%

F1 Margin Accuracy

72h → Min

Workflow Reduction

2D

Residual MONAI Units

32%

Lower Diagnostic Cost

THE PROBLEM

Cancer surgery moves fast.
Pathology doesn't.

Slow H&E workflows

Traditional histopathology requires fixation, sectioning, staining, and manual review before a tumour margin can be verified.

Repeat surgeries

Delayed tumour boundary assessment increases re-excision rates and creates unnecessary patient trauma and healthcare cost.

Pathologist shortages

Cancer case volume is growing faster than pathology interpretation capacity across global healthcare systems.

Expensive IHC confirmation

Immunohistochemistry workflows add additional cost and turnaround time when H&E interpretation becomes ambiguous.

THE SOLUTION

Tissue in.
Insight out.

01

Whole Slide Imaging

Surgical tissue is digitised through fluorescence and bright-field imaging systems.

02

Virtual H&E Staining

Reinforcement-learning guided models digitally reconstruct histological staining while preserving nuclei and tumour morphology.

03

AI Margin Assessment

MONAI-based LVLM architectures analyse tumour boundaries and classify margins with confidence overlays.

TECHNOLOGY

Amplified tissue.
AI-assisted insight.

Healthy and tumor tissue margin
Virtual Staining Output, Fluoroscent Stain due to lack of data (bottlenexk)

SSIM

Structural similarity metrics validate generated pathology against real H&E stained tissue.

RL

Reinforcement learning improves histological realism and tissue consistency.

MONAI

Medical imaging framework enabling scalable pathology inference.

LVLM

Large vision-language medical models provide contextual tumour interpretation.

THE FUTURE OF SURGICAL PATHOLOGY

Real-time pathology
for precision surgery.

SwiftDx combines virtual staining, digital pathology, reinforcement learning, and AI-assisted tumour analysis into a single surgical intelligence platform.

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