See what the landscape is hiding.

ML Browser runs vision models on your device to reveal archeological features in LiDAR hillshade maps — and any object you train it to find.

Explore the features

On iPhone, iPad, and Mac.

Built around three ideas

On-device & private

Detection runs entirely on your device. The pages you browse and the findings you save never leave it.

Bring your own models

Import any Core ML object-detection model (.mlmodel or .mlpackage) from Files or a URL — for archeology or anything else you train it to find.

Demo models included

Two LiDAR fortification detectors, trained on thousands of expert-reviewed locations across Central Europe.

Detect as you browse

Open any website or web map. ML Browser scans what is on screen and highlights detections in real time. Adjust detection frequency, enable tiling for fine detail, or run full-screen.

Detect anything, not just archeology

The demo models find archeological features in LiDAR, but ML Browser runs any Core ML object-detection model. Point it at any web page or map and detect what you need — buildings, vehicles, signs, wildlife, manufacturing defects. Import a model from Files or a URL, train your own in Create ML, or convert from ONNX. Everything runs locally; nothing is uploaded.

Start with our LiDAR models

Not sure where to begin? Two included demo models — Fortification relics in LiDAR — were trained on thousands of expert-reviewed locations across Central Europe. Point them at public LiDAR hillshade maps and watch features surface.