Free Lesson
Beyond Pass Rates: AI Evaluation That Moves the Business
60 min
Jan 7, 2027 9:00 AM
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What you'll learn
Know when a score difference is real
A pass rate really contains: judge harshness, item difficulty & noise. Learn how to calibrate to make noise trivial.
Aim your evals at the constraint
Find the bottleneck in your core process and then see how Human-ARROW compares options that mix people, AI and robots.
Make sure evals drive business value
Trace a better results to customers and shareholders. De-risk your career as judging itself gets automated.
Why this topic matters
Pass rates are hard to trust. Swap the LLM judge and identical answers can earn different results. Real gains only matter if they improve the constraint that limits your business. This lesson is for practitioners and leaders ready for the big picture: proving a difference is real, deciding what is worth evaluating, and leading the redesign of work across people, AI and robots. As evals get automated, those are the skills that keep you valuable.
