AI has shifted cyber detection from static rules and noisy alerts to evidence‑grounded, graph‑aware systems that detect, explain, and contain adversary actions across endpoints, identity, SaaS, cloud, and networks. The winning stacks fuse telemetry (EDR/NDR/IDS, IAM, logs, cloud control plane, SaaS audit, email), run baselines and anomaly models with reason codes, reconstruct attack paths, and … Read more
AI turns ERP from static ledgers and forms into an evidence‑first operating system that predicts, explains, and safely executes routine work. The winning pattern layers process intelligence, probabilistic forecasts, anomaly/variance explainers, and agentic workflows that post entries, create POs, adjust supply plans, route approvals, and open tickets—under strict SoD, audit, and sovereignty guardrails. Operated with … Read more
AI is pushing BI beyond static charts into a governed decision layer. Modern BI SaaS understands business semantics, answers questions in plain language with citations, detects anomalies and explains “what changed,” forecasts with ranges, and proposes next steps—then executes safe actions in source systems with approvals and audit logs. Operated with SLOs and unit‑economics discipline, … Read more