Making AI Answerable: The SaaS Provenance Imperative

AI-generated answers are increasingly treated as core product output rather than casual assistance, creating new liability and trust expectations. When AI systems make specific claims or recommendations, customers now expect companies to trace and explain how those answers were produced—from sources to models to reasoning. This shift is driving a fundamental change in SaaS architecture, where output provenance tracking is becoming as essential as user authentication.