Pharma companies deploying AI-powered real-world data analytics must prioritize platform usability, data agnosticism, transparency, and flexibility to generate actionable insights. Effective GenAI tools should integrate diverse healthcare data types seamlessly while maintaining regulatory compliance. Transparent AI workflows address concerns about ‘black box’ decisions affecting regulatory filings, and platforms must balance precision with adaptability to address varied clinical and commercial questions. Panalgo’s integrated data solutions exemplify this emerging approach.