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LLM Evaluations for Product Managers. A practical guide to measuring, improving, and delivering value with LLMs James Corcoran

Język publikacji: angielski
LLM Evaluations for Product Managers. A practical guide to measuring, improving, and delivering value with LLMs James Corcoran - okladka książki

LLM Evaluations for Product Managers. A practical guide to measuring, improving, and delivering value with LLMs James Corcoran - okladka książki

Autor:
James Corcoran
Serie wydawnicze:
Hands-on
Ocena:
Build AI products that don’t just function—they deliver results. This book shows product managers how to drive business value with LLMs through evaluation-first decision making. You’ll learn to move beyond traditional metrics and implement strategic evaluation approaches that match real user needs, drive product iteration, and support scalable success.
With case studies from GitHub, Duolingo, and Notion, you’ll discover practical tools to assess model performance, optimize product-model fit, and prioritize features based on measurable outcomes. The book provides battle-tested templates, evaluation canvases, and decision trees that help you quickly translate insights into action.
You’ll explore frameworks for human-in-the-loop evaluation, LLM-as-a-judge automation, and A/B testing, all within real product development workflows. Written by a seasoned AI product leader with experience across high-stakes enterprise environments, this guide bridges the gap between model performance and business impact.
By the end of this book, you’ll know how to design scalable evaluation systems, communicate results that influence stakeholders, and future-proof your AI strategy in a rapidly evolving landscape.

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O autorze książki

James Corcoran is Head of AI at STAC, where he leads evaluation strategies for financial AI products. With 15+ years of experience building scalable, high-impact ML systems in enterprise settings, he previously served as SVP Product and Engineering at KX and CTO at First Derivative. A recognized speaker on AI product strategy, James brings deep expertise in aligning AI development with business goals.

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