How To Measure Productivity Gain From AI

How can product and engineering leaders actually prove the ROI of AI adoption when everyone is being asked to justify the investment but few teams have a clear measurement playbook? In this podcast hosted by Hoda Mehr, Co-founder and CEO of Up My Mojo and a Board Member at Products That Count, Pensero AI Co-Founder Bernardo Hernandez will be speaking on how to measure productivity gains from AI in a way that is rigorous, practical, and useful for annual planning cycles. As tools like Cursor and Claude Code promise 3 to 10× productivity gains in engineering, leadership teams are moving quickly to allocate budgets and set expectations, while product leaders are being asked to benchmark progress and quantify impact without clear precedents. This conversation explores how experienced operators are approaching that challenge and what it takes to turn AI productivity claims into measurable results that teams can confidently use for planning and decision-making.