Verity, the framework we use to build and test AI features: multi-LLM verification that cross-checks results to cut hallucinations and bias, LLM-as-judge checks for factuality, grounding and tone, functional and data security testing, test automation that tracks LLM-side changes to prevent performance drift, and human-in-the-loop intervention points.