Although generative AI (GenAI) generates excitement in healthcare analytics, life sciences companies require platforms that offer data agnosticism, transparency, and regulatory compliance to generate actionable real-world data (RWD) insights. Experts emphasize evaluating AI solutions for user-friendliness across diverse data types, transparent workflows to avoid 'black box' risks, and flexible yet precise outputs. Innovations like Panalgo’s integrated systems demonstrate how AI can accelerate research while maintaining oversight and alignment with clinical and commercial needs.