AI together now

13th Nov 2026

Published in PharmaTimes magazine -
Four realities reshaping HCP engagement strategies

Biopharma commercial strategies have historically relied heavily on internal data, analysing past interactions to predict future outcomes.

For years, field execution has been driven almost exclusively by internal CRM databases, a methodology equivalent to navigating a busy highway by staring only at your own rearview mirror. As healthcare systems grow increasingly complex, relying on internal historical data is a competitive risk.

In the meantime, commercial leaders now have access to a wide range of data points, both internal and external, which can be harnessed by AI to give field organisations a distinct competitive edge.

Check out the rest of the feature here

PharmaTimes Magazine

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