Enterprise AI delivery executive, author, and creator of the AI Role Operating Framework (AI ROF™). He works at the intersection the industry keeps missing: the operating model that determines whether AI agents survive contact with production.

His thesis is simple to state and expensive to ignore. Enterprise AI fails because organisations run probabilistic technology on an operating model built for deterministic software. The missing discipline is system stewardship, operating across five control surfaces and carried by four named accountabilities. His books, papers and newsletter build that discipline in public.
He is the author of The Pilot Trap: The Category Error Behind Enterprise AI Failure (2026) and The AI Delivery Manager Blueprint (2026), co-author of the Intelligence-Centred Enterprise paper series, and writes The AI Delivery Discipline, a newsletter read by more than 2,300 senior practitioners. He has spoken for ADAPT and Corinium and appeared on the ADAPT Insider podcast. He is based in Melbourne, Australia.
The AI Delivery Discipline is Vijayan Seenisamy’s research and standards platform for Enterprise Agentic AI Delivery. AI ROF™ is the operating framework beneath the work.
On the Pilot Trap, the economics of production AI (the Operating Tax and the Inversion Point), and the operating model of the agentic-era enterprise. For availability: [email protected].




In conversation with Anthony Saba, Managing Director of Transformation Services at ADAPT, on the gap between a successful pilot and a system that works in production: executive ownership, the cost of running at scale, drift, and whether the operating model can absorb what the technology can do.
Listen on: Spotify Apple Podcasts ADAPT

For interviews, commentary or contributed articles: [email protected]. Bios and photography supplied on request.
Vijayan advises boards and executive teams on AI delivery maturity, operating model design, and the governance of agents in production. Enquiries: [email protected].
The AI Delivery Discipline arrives by email first, one idea per issue, with The First 90 Days of an AI Delivery Manager as the welcome guide. Subscribe.