Entries by Bashdar Ismaeel

The Future of AI in Pharma: 6 Shifts Across the Lifecycle

How life sciences leaders move from experimentation to measurable outcomes – without losing trust, compliance, or adoption. Why “AI pilots” aren’t the story anymore Over the last year, the pharma conversation matured. The question isn’t “What did we pilot?” It’s “What’s running in the business and how do we control it?” That shift matters because […]

KOL Identification at Scale: Why Machine Learning Outperforms Business Rules

Every pharma company identifies Key Opinion Leaders. And almost every pharma company does it the same way: a set of business rules based on publication counts, clinical trial participation, and congress presentations, applied manually by medical affairs teams. This approach worked when the scientific landscape was simpler. It does not work when you need to […]