Validate Business Impact of AI Features
Hosted by Shane Butler
Wed, Jan 21, 2026
8:00 PM UTC (1 hour)
Virtual (Zoom)
Free to join
Go deeper with a course

Wed, Jan 21, 2026
8:00 PM UTC (1 hour)
Virtual (Zoom)
Free to join
81 students
Go deeper with a course

What you'll learn
Connect AI quality to outcomes people care about
Tell whether your AI metric is decision-worthy
Forecast AI feature impact before you invest months of work
Learn what to do when AI fails to link to business impact
Why this topic matters
You'll learn from
Shane Butler
Principal Data Scientist, AI Evaluations at Ontra
Shane Butler is a Principal Data Scientist at Ontra, where he leads evaluation strategy for AI product development in the legal tech domain. He has more than ten years of experience in product data science and causal inference, with prior roles at Stripe, Nextdoor, and PwC. His current work focuses on practical, end-to-end methods for evaluating AI features in production. Shane is also the co-host of the AI podcast Data Neighbor, where he interviews product, data, and engineering leaders who are pioneering the next generation of data science and analytics in an AI-driven landscape.
Previously at Stripe, Nextdoor, PwC
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