Enterprise AI transformation
Enterprise AI transformation that survives contact with reality
Strategy work with leadership teams on where AI agents should act, where people must stay in control, and how governance, economics and workforce change decide whether adoption succeeds.
Most enterprises have moved past the chatbot experiment. The harder question is what comes next: which missions an agent should own, what context and tools it needs, how its work is evaluated, and who remains accountable when it acts. Dean works with leadership teams on exactly these decisions.
His approach treats transformation as an organisational problem before a technology problem. Model choice is an economic decision. Context is infrastructure. Accountability must travel with autonomy. And the human change, including training, role redesign and psychological safety, is operational work with owners and deadlines, not a communications exercise.
Engagements typically cover mission selection and baseline measurement, data and context readiness, model strategy and vendor concentration, governance aligned to frameworks such as the NIST AI Risk Management Framework, and a ninety day execution plan with clear go and no-go thresholds. His whitepaper, The Enterprise After the Chatbot, sets out the full framework and is freely available on this site.
Questions buyers ask
Answered plainly
What is an enterprise AI transformation strategist?
Someone who helps an organisation decide where AI should act, how work is redesigned around it, and how governance, economics and accountability are put in place before scale. The emphasis is on decisions and operating practice, not tool selection alone.
What does an engagement look like?
It starts with a conversation about your organisation's missions, data and risk appetite. From there, typical work includes mission selection, readiness assessment, governance design and a ninety day plan with named owners, deliverables and go or no-go thresholds.
Does Dean recommend particular vendors or models?
No. The work is independent. Model strategy is treated as an economic decision involving routing, distillation, privacy, latency and vendor concentration, evaluated against your own tasks rather than generic benchmarks.
How do we start?
Email dean@mediaweb.co.za or connect on LinkedIn. An initial discussion establishes whether the fit is right and what a first ninety days could look like.