AI Usage Monitoring

Engineering and product leaders are searching for tools to enforce AI usage policies in real time, driven by compliance anxiety and shadow AI risks. The intent is purely transactional—buyers know the problem and are ready to purchase, not research. The opportunity lies in building lightweight, agent-agnostic monitoring that integrates with existing observability stacks, since most current solutions are tied to specific LLM providers.