MAQE is not a traditional dashboard — it’s an evidence-backed decision engine for risk. It transforms raw operational, financial, and supply-chain inputs into an executive verdict plus an auditable evidence pack. MAQE runs scenario stress tests, surfaces instability signals and anomalies, and produces traceable outputs: an executive PDF snapshot, supporting charts, and machine-readable evidence files (JSON/CSV). Teams use MAQE to accelerate risk reviews, compare scenarios, and document “why” a decision was made with defensible evidence.