Automation Is Making Decisions in Enterprise IT — Who Owns Them?We design automation pipelines carefully. What we rarely design is decision ownership. In production enterprise systems, automation now: Prioritises incidents Auto-approves changes Triggers access and security actions When these decisions cause ...Jan 19 · 1 min readmjbtech.hashnode.dev
Who Owns the Decision When AI Is Wrong?The Missing Accountability Layer in Enterprise AI Decision ownershipOrphan decisionsAudit-ready accountability Enterprises Are Surrounded by Intelligence Enterprises today are surrounded by intelligence. Dashboards update in real time. Alerts fire au...Jan 13 · 6 min readmjbtech.hashnode.dev
Enterprise AI Has a Decision Ownership ProblemAI systems today surface insights faster than ever. Yet in many enterprises, decisions still stall. The issue isn’t model accuracy or tooling. It’s accountability. When AI influences prioritization, approvals, or actions, unclear decision ownership l...Jan 6 · 1 min readmjbtech.hashnode.dev
AI Control Tower for the Enterprise: How to Govern Agentic Work Without Slowing It DownA practical governance layer to keep agentic decisions owned, bounded, explainable, auditable, and intervenable — inside a ServiceNow-centered enterprise. Introduction: Enterprises Have Crossed a Decision Threshold Enterprise automation has crossed a...Dec 30, 2025 · 7 min readmjb.hashnode.dev
Decision Trust: How Enterprises Can Govern AI-Driven Decisions at ScaleA practical operating model to make AI decisions safe, explainable, auditable, and aligned to enterprise policy — inside your ServiceNow ecosystem. Introduction For more than a decade, enterprises have governed workflows, automation rules, change pro...Dec 23, 2025 · 11 min readmjb.hashnode.dev
