Find similar or unusual values that simple rules miss.

Paste a list of values. The tool groups entries with similar meaning and flags values that look out of place. The model runs in your browser, so your list stays on your device.

First run downloads a model. The comparison model is fetched from Hugging Face the first time you run this — about 22 MB — and cached in your browser afterwards. The tool code is loaded from the jsDelivr CDN, and your list is not sent anywhere.

How the comparison works. An embedding model turns each value into a list of numbers that represents its meaning. The tool compares those lists, groups close matches, and places them on the map.

WebAssembly lets the model run inside your browser. Review the suggestions before changing source data.