What you're seeing
Every voxel gets a tumour probability. The solid line is where that probability crosses 50%. The glowing band shows where the model is less sure, which is exactly where a radiologist's attention should go.
Live demo · MVP
Real scans. Soft contours.
This is the product working on real abdominal CT. Pick a case and scroll through the slices. Switch between our soft contour and the hard mask conventional tools show, and see what the graded band adds at the edge.
CASE
AXIAL · W400 L40
SLICE
SLICE
Soft contour · graded band
CT-only inference
What's under the hood
The MVP runs an open-source baseline model through our soft-contour pipeline: CT only, no report needed. Our own model replaces it as training matures.
What's next
Upload your own scan, results inside your existing viewer, and per-scan pricing for pilot partners. Talk to us about joining the pilot.
Research preview, not for clinical use. CT data: Medical Segmentation Decathlon, Task07 Pancreas (Simpson et al., 2019), test set, licensed CC BY-SA 4.0. Images on this page were resampled, windowed and overlaid, and are shared under the same licence. Segmentation by an open-source baseline model (Apache-2.0).