AQA sustains through team rituals, not just technology. Establish the four core roles (QA Lead, AgentOps, ML Engineer, Governance) and implement the cadence of daily standups, weekly reasoning audits, monthly trust reviews, and quarterly maturity workshops. Learn from cross-industry field lessons in healthcare, finance, and manufacturing.

Prove AQA's value with the metrics stack and ROI model. Track reasoning quality (grounding ratio), operational integrity (drift detection latency), and economic impact (rollback cost avoided). Identify and recover from critical anti-patterns—like tool sprawl or unowned alerts—and use implementation checklists to achieve operational readiness with measurable trust.