
A practical roadmap for agentic AI integration
How to introduce agentic AI into an existing business without turning the first release into a risky platform rewrite.
June 11, 20265 minGolub Softworks
Practical notes on agentic AI workflows, human review, observability, and production automation that can survive real operations.

How to introduce agentic AI into an existing business without turning the first release into a risky platform rewrite.

What to log, trace, and measure before giving AI agents real operational responsibility.

How to use human review, approvals, and escalation paths to make AI automation safer and more useful.

Practical starting points for AI agents in support, CRM, account operations, and customer-facing workflows.

A practical Golub Softworks field note on designing agentic AI systems around real operational boundaries, not loose prompts and disconnected tools.