AI Evals and Analytics

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The first step in building a solid AI Evals practice is team alignment. Before you run tests or build dashboards, you need to convince leadership and stakeholders that AI Evals matter.Not everyone’s on the same page (yet). Let’s talk about how to have that conversation, and how to influence effectively.

Bring AI Evals to Product Leadership

Product-focused. Immediately executable AI Evals playbook for your product.

A Preview of Our AI Evals Playbook and Framework

Build trust and proof for your AI product through pre-release testing, in-production monitoring, and analytics.

Head of Applied Scientist, AI Evals

Stella Liu

Co-Founder at AI Evals and Analytics

Amy Chen

Co-founder, AI Evals and Analytics

AI Evals and Analytics Playbook

AI Engineer/ AI Scientist

Staff Machine Learning Engineer

AI product manager

Senior Data Scientist

Data Scientist - Analytics

Shopify

Carvana

Harvard University

Arizona State University

System1

Uptake

Seasalt.ai

UCLA

University of Washington

<h2>👉 Why This Matters</h2>In a landscape saturated with AI marketing claims, trust and proof are what set great products apart.If you are building products in healthcare, legal, education, or any other highly specialized industry, you know you cannot rely on “vibe checks.” You need evidence and defensible proof to ensure safety, accuracy, compliance, and reliability.AI systems are inherently probabilistic. What truly differentiates your product is how well you evaluate, monitor, and iteratively improve your AI system.<h2>👉 The Solution</h2>Pre-release evaluations and post-release analytics give you the evidence you need to validate performance, guide iteration, and earn user trust.<h2>👉 About This Course</h2>This is NOT a coding course.It is a methodology and framework course for product and data leaders building AI products that will stand beyond the AI hype.You will apply the battle-tested AI Evals &amp; Analytics Playbook to your own real project, combining:<ul><li>Automated evaluations for scalability</li><li>Human reviews for nuance</li><li>Analytics for real-world reliability</li></ul>By the end of this course, you will have an actionable, organization-ready evaluation and analytics plan tailored to your own AI product.

Build Trust for Your AI Product With Evaluation and Analytics

Walk Away with Execution-ready Playbook

Build Your First AI Evals Team

Execute Comprehensive Pre-launch Testing

Design Experiments for AI products

Monitor Product and Catch Issues Early

Product LeadersBuilding AI products and need a clear playbook for evaluation frameworks, success metrics, and shipping with confidence.

Data LeadersRedefining team scope and structure in the AI era, aligning evaluation, analytics, and accountability.

Seasoned Data ScientistsLeveling up with AI product skills: learn AI evals, LLM-as-a-judge, and design AI-specific performance metrics.

Pragmatic AI Evals: Beyond Vendor Promises

Co-Founder at AI Evals & Analytics

When to consider purchasing an evals tool and how to avoid premature adoption that wastes resources

When and Why to Adopt an AI Evals Vendor

Understand how to use your internal evals playbook, team alignment, and clear metrics to drive tool selection

Design Your AI Evals Playbook First—Then Select Tools

Gain tactics for matching tool capabilities to your project's needs, from pre-release evals to post-production analytics

How to Assess Fit for Your Use Case

How to Drive AI Evals Adoption

Dr Sebastian Fox

CEO & Co-founder at Composo.ai

AI eval adoption hurdles: from cultural pushback to tough technical trade-offs.

Inside Look at Real-World Evals Challenges

Evals beyond benchmarks: capture user value, ensure consistency, and balance automation with human judgement.

Lessons from Building Evals for LLM Features & Agents

Explores limits of LLM-as-judge methods and scalable AI evaluation alternatives

The Future Beyond “LLM-as-a-Judge”

Most teams can ship AI fast—but few know how to evaluate it. Learn why AI Evals is now core to product strategy.

Why Product Leadership Needs AI Evals Now

Learn how to bring leadership, product, engineering, and operations together through actionable AI Evals practices.

Build Your First AI Evals Team and Culture

Learn a practical framework to integrate evals into your product quality, performance, safety, and UX.

Design Your AI Evals Playbook

Build Your AI Evals & Analytics Playbook

Head of AI Evals at ASU

It's part of your PRD. AI Evals helps you ship products confidently and safely.

Understand What Is AI Evals and Why It Matters Now

Learn how to define metrics, test model quality, and align stakeholders from Legal to Trust & Safety.

Learn Core AI Evals Framework

Understand how to start your first evals plan and start building with best Evals practice

AI Evals and Analytics

AI Evals and Analytics

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