ProtoAI: Model-Informed Prototyping for AI-Powered Interfaces
summary
ProtoAI implements a concrete workflow called model-informed prototyping that merges model exploration, UI prototyping, and evaluation in one tool. Designers upload CSVs of images and ground truth, run an image classification model that returns top labels and confidences, and ProtoAI auto-tags misclassifications and surfaces a 60% confidence threshold where errors concentrate. The interface has four tabs for models, data, UI, and previews, supports mixed-initiative layouts and derived features, and a user study shows designers can effectively create and evaluate AI-powered interfaces.
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