Governance & quality control

This category covers the controls that keep an AI-native GTM system accurate and trustworthy: data governance, output review, guardrails on automated actions, and validation of what agents produce. It includes how errors are caught before they reach a customer or corrupt the system of record. As more of the motion runs on automation, this layer is what prevents mistakes from scaling as fast as the rest of the system does.