BLOG / THE PRACTICAL CTO
Notes on building
with intelligence.
Essays on enterprise AI, agentic systems, technology strategy and the leadership questions behind them. Written from practice, not prediction.
FEATURED
ENTERPRISE AI / SEPTEMBER 2026
From Pilots to Capability: Why Enterprise AI Stalls
Most organisations do not have an AI problem. They have a capability problem. The pilots work; the business does not change. The difference lies in ownership, integration and the willingness to redesign how work actually happens.
IN BRIEF
01 A pilot proves a possibility. A capability changes how the organisation works, week after week, with an owner and a budget.
02 The hard questions are organisational: who owns the outcome, what process changes, and how quality is evaluated over time.
03 Scale deliberately: one workflow, measured honestly, then the lessons carried into the next.
ALL ARTICLES
AGENTIC AI / SEPTEMBER 2026
Designing for Agents: When Software Starts to Act
Agents move software from answers to actions. The design questions that matter now are about permissions, evidence of completion, recovery and the limits of delegation.
ENTERPRISE AI / SEPTEMBER 2026
Enterprise Knowledge Is the Real AI Advantage
Models are available to everyone; your organisation’s knowledge is not. Why the condition of enterprise knowledge — ownership, access, quality — decides what AI can actually do for you.
INNOVATION / SEPTEMBER 2026
The AI-Native Organisation
Every technology wave begins as an add-on and ends as an assumption. What changes about structure, decisions and work when intelligence is assumed in an organisation’s design.
TECHNOLOGY LEADERSHIP / SEPTEMBER 2026
What AI Changes About Engineering Culture — and What It Should Not
AI-assisted development is a genuine shift in how software gets built. What leaders should embrace, what they should protect — and why judgment and ownership matter more, not less.
MORE PERSPECTIVES
The thinking continues
beyond the blog.
Published articles on LinkedIn and Webskitters, curated answers in Ask Ayan AI, and practical design notes in the AI Lab.
