71. Beyond the Benchmark: Evaluating AI for Real‑World Use

How should organizations interpret AI benchmarks – and where do they fall short when moving from pilots to real‑world deployment?

 

 

In this episode of EPRI Current, host Samantha Gilman is joined by Jaime Sevilla, Director of Epoch AI, and Apurba Sakti, EPRI Principal Technical Leader for AI, for a deep dive into AI benchmarking and responsible adoption. The conversation explores why strong benchmark scores don’t always translate into operational readiness, the limitations of generic leaderboards, and why domain‑ and workflow-specific evaluations are critical – especially in high-consequence sectors like energy. The discussion highlights how organizations can move beyond demonstrations toward continuous, evidence‑based evaluation to ensure AI systems are reliable, transparent, and fit for real‑world use.

 

 

 

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EPRI Current examines key issues and new R&D impacting the energy transition. Each episode features insights from EPRI, the world's preeminent independent, non-profit energy research and development organization, and from other energy industry leaders. We also discuss how innovative technologies are shaping the global energy future. Learn more at www.epri.com