Run the choice-set extraction pipeline against a live page and inspect what the extension sees.

Browse, label, and review captured choice sets from real websites.

View and manage URLs flagged as likely containing deceptive patterns.

Train, evaluate, and promote XGBoost classifiers per pattern type. Inspect ROC curves and feature importance.

Visualize how many choice sets are blocked vs. passed by the local embedding gate — and at what scores.

Synthetic pages with known deceptive patterns for testing and evaluation.