red teaming , quality assurance, conversational AI, enterprise AI delivery models, safety testing, hallucination evaluation, pricing approach, responsible AI, AI quality, delivery economics, AI lifecycle risks, AI evaluation, commercial strategy, robustness testing, LLM evaluation, enterprise AI assurance, compliance-oriented evaluation, Governance