Software as a service (SAAS) services featuring software using artificial intelligence (AI) for {automated root-cause analysis, anomaly detection, and remediation recommendations, correlating operational data, monitoring distributed systems, and generating diagnostic insights across mobile, backend, and infrastructure layers}; Cloud computing featuring software for use {in performance observability, incident analysis, and reliability optimization}