Polarity

Meet Polarity

Polarity helps teams build specialized models for recurring tasks inside an AI product. The process begins by examining a workflow to identify routine work that can move to a smaller custom model, while more difficult cases remain with a larger model. Training data and evaluations are then prepared around the product's actual requirements.

Models are trained and deployed within the customer's infrastructure, with production usage contributing feedback for subsequent training cycles. This approach is intended to improve performance on a specific task while managing inference cost. Polarity is aimed at teams operating AI features at scale that can define measurable requirements and supply representative workflow data.