Buying the tools is the easy part. Getting people to use them inside a business with real compliance constraints is the operational problem, and that is the part I own.
At Consulum I ran AI adoption across 170 people advising governments, from the first diagnostic through to enablement. 90% of staff were working to a defined competency baseline within four months. I ran it as a change programme, with governance and usage policy set before rollout.
My contribution is the operating side: where AI credibly changes cost, speed or quality, how roles and workflow change around it, and how you get an organisation to actually use it. I don't sell custom technical builds, and I don't pretend to be an engineer.
I keep the practice current: Anthropic Academy, Google AI Essentials, DeepLearning.AI. I use these tools in my own work daily, including building this site.
