Building Enterprise AI Systems: Beyond the Model
Enterprise AI becomes reliable when context, evaluation, permissions, human judgement, workflow and learning are designed as one system around the model.
Topic
Risk & Governance
How controls, accountability and escalation make enterprise systems safer without making them inert.
Human Review Is Not a Control Unless Accountability Is Designed
Human review becomes a real AI control only when the reviewer’s judgement, evidence, override authority and accountability are explicitly designed.
When AI Can Act, Permission Design Becomes Architecture
As enterprise AI moves from answering to acting, permission design becomes part of system architecture, defining what agents may observe, recommend, execute, escalate and stop.
Agentic Workflows Need Escalation Logic
Enterprise-grade agentic workflows need explicit conditions to recommend, execute, escalate or stop.