AI Recommends, Automation Executes: A Practical Framework for GenAI + Deterministic Automation in Network Ops – Network to Code Triple-T
GenAI is powerful in network operations—but it’s probabilistic by nature, meaning it produces “most likely” answers that can vary with small prompt changes, making it risky as a direct control mechanism for repeatable, auditable change workflows. In contrast, deterministic automation (RPA in ops contexts) is built for consistent execution: enforcing config standards, running verified OS upgrade workflows, and remediating drift with predictable outcomes.
In this session, you’ll get a simple decision framework for when to use GenAI vs. deterministic automation, why trusted data (a network source of truth) is a prerequisite for either approach to work reliably at scale, and how to avoid “guardrail sprawl” when teams try to force GenAI into deterministic behavior. We’ll close with the practical operating model that balances speed with control: GenAI accelerates triage and recommendations; humans approve; deterministic automation executes changes with pre-checks and rollback plans.
Jeff Bradbury has over 20 years’ experience in demanding and progressively challenging management positions, and over 15 years focusing exclusively on Marketing and Sales excellence. With an extensive background as a marketing executive, Jeff has successfully led a variety of technology companies through critical high-growth phases. As the Vice President of Marketing for Network to Code, Jeff spearheads strategic growth initiatives, shapes market positioning, and fosters customer engagement. His efforts guide clients into and through their network automation journeys.
Jeff Bradbury previously held executive marketing positions at several companies, including ALL.SPACE, Hughes Network Systems, B.E. Meyers, and Fortress Technologies. While at Hughes, Jeff oversaw the creation of the marketing team and launch of their SD-WAN portfolio. And while at Fortress Technologies he drove the market expansion and growth strategy that saw Fortress Technologies more than double in size and led to its acquisition by General Dynamics. Jeff holds a Master of Business Administration in Marketing from George Washington University and a Bachelor of Science degree in Mechanical Engineering from the U.S. Naval Academy
