You Measure Molecules This Way. Your AI Deserves the Same.
Pharma measures every molecule against a control. Almost no AI gets the same. Six systems here do.
Writing
I write about life sciences commercialization from the operator's seat. AI is how the work is changing.
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Practitioner-level. No trend-watching.
What I write about
Click a topic to switchPharma measures every molecule against a control. Almost no AI gets the same. Six systems here do.
Most teams running multi-market launch think the hard problem is localization. It is not. The hard part is orchestration: building an operating model eleven markets can actually run while still producing one brand. Six elements make it work, and most teams only build two.
AI Inside Commercial OperationsMost pharma teams are using AI. Fewer have made it part of how their commercial operation actually runs. That distinction is structural, not philosophical. Here is what it looked like when I built it at Novartis.
Innovation in healthcare does not begin with a scientific breakthrough. It begins with trust. And trust is built through commercial
Launch PlaybookMost people see the final campaign, the brand on pharmacy shelves, the press release. The launch is the visible part.
AI Inside Commercial OperationsMost pharma and MedTech teams have invested in omnichannel. They have the channels. What they often do not have is
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