Writing
Thinking out loud on AI, life sciences, and the work.
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What AI Actually Does to a Business — A Practical View for Executives
Beyond the hype: where AI creates real leverage in digital transformation, what it costs, and how to tell the difference between a pilot and a programme.
AI Strategy Digital Transformation Leadership -
ELN and LIMS in Pharma Manufacturing: Why You Need Both and What They Actually Enable
Two systems that look similar on paper do fundamentally different jobs. In a vaccine or pharmaceutical manufacturing setting, deploying both — and connecting them — is the difference between compliance by documentation and compliance by design.
Life Sciences Digital Transformation LIMS ELN Manufacturing Pharma -
Why AI in Life Sciences Is Still a People Problem
The models are good enough. The bottleneck is trust, workflow integration, and knowing what questions to even ask.
AI Life Sciences Strategy