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      Snap Chart

      How Life Sciences Leaders Are Widening the AI Capability Gap

      Most pharma and medtech companies agree that a strong data foundation is table stakes. Few invest equally in the behaviors needed to move from pilots to adoption.

      By Gina Fridley, Satty Chandrashekhar, Lori Sherer, and Max Cuda

      Snap Chart

      How Life Sciences Leaders Are Widening the AI Capability Gap
      en

      What sets AI leaders apart in life sciences? They don’t just focus on what they build. They think just as much about how they scale it.

      Scaling AI in life sciences takes more than technical prowess. Most companies recognize the importance of strong data foundations. But the innovators pull ahead by treating behavioral capabilities, like vision setting and building intuitive user experiences, as equally important to their AI programs.

      In pharma and medtech, AI efforts rarely stall because of model performance alone. Rather, they stall when companies underestimate what’s required to scale or lose sight of the human element. Scaling leaders are setting a clear AI mandate, continuously improving development operations, and embedding AI into day-to-day work. And they deeply consider their human talent and the trust required for adoption.

      Related

      Life Sciences’ AI Momentum Requires a Workforce Redesign

      AI scalers aren't waiting for new talent—they're building it.

      About Mayfield Fund

      Mayfield Fund is a leading venture capital firm that backs early-stage entrepreneurs building impactful technology companies.

      About our research partners

      IncQuery is a leading programming provider of quantitative surveys for primary research. Its collaborative co-authoring platform, combined with support from experienced survey directors, empowers professionals to quickly launch high-quality surveys. Visit incquery.com for more information.

      GLG connects clients to professionals with the firsthand experience they need, from the C-suite to the tractor seat, so they can make decisions with confidence. 

      Authors
      • Headshot of Gina Fridley
        Gina Fridley
        Partner, San Francisco
      • Headshot of Satty Chandrashekhar
        Satty Chandrashekhar
        Partner, New York
      • Headshot of Lori Sherer
        Lori Sherer
        Advisory Partner, San Francisco
      • Headshot of Max  Cuda
        Max Cuda
        Practice Senior Manager, New York
      Contact us
      Related Industries
      • Healthcare & Life Sciences
      • Medical Technology
      • Pharmaceuticals
      Related Consulting Services
      • AI, Insights, and Solutions
      First published in Ιανουάριος 2026
      Tags
      • AI, Insights, and Solutions
      • Artificial Intelligence Insights
      • Healthcare & Life Sciences
      • Medical Technology
      • Pharmaceuticals

      How We've Helped Clients

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