Polarity

Polarity is an AI infrastructure company that provides self-improving AI models tailored to individual products, identifying routine workflows and routing them to custom, compact models trained within a client's own infrastructure, while reserving frontier models for complex cases. The system continuously learns from production data to enhance performance over time. Polarity offers workflow analysis to identify repeating patterns, data collection, labeling, and evaluation building, and post-training of compact models on-premises. It includes continual learning from live production usage, a network architecture where specialized models share learnings, and hybrid routing that intelligently switches between custom and frontier models depending on task complexity. The company has published research papers and reports client results including a 72% cost reduction and 2.4x faster responses, with SOC 2 and GDPR/CCPA-ready compliance. Pricing is contact-based, with prospective customers directed to book a demo for custom quotes based on their use case and projected savings.