I write about AI validation, enterprise deployment readiness, and the infrastructure trust requires. Strategy consultant. Co-founder, TaskHived.
Featured article
Sep 28, 2023
Most enterprises don't have an AI problem. They have a trust problem. The gap between what AI systems can do and what organisations are prepared to deploy is widening, and the cost of that gap is real.
Latest writing
Dec 11, 2023
AI validation is not a technical checkpoint. It is the discipline that decides whether an organisation can trust a system enough to put it in front of customers, employees, and regulators.
Dec 01, 2023
Automated benchmarks are useful. They cannot tell you whether an AI system behaves well inside the messy reality of enterprise work.
Nov 15, 2023
Validation is not a pass-or-fail stamp. It is a structured way to understand performance, limits, risk, and readiness across real use cases.
Oct 12, 2023
The honest version of AI validation starts with uncomfortable questions. What can fail, who notices, and what happens next?
Oct 26, 2023
TaskHived exists to help teams move from impressive AI demos to systems they can evaluate, govern, improve, and deploy with confidence.
Sep 15, 2023
Strategy, AI validation, behavioural science, enterprise deployment, governance, and trust. These are the six lenses I keep returning to.
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