Free Workshops
Try before you commit
Free live workshops to preview our teaching style. Open to anyone.
Feb 18, 2026
Design Metrics That Don't Lie with AI
Sign up free →
Feb 19, 2026
Design Experiments for AI Features
Sign up free →
Feb 25, 2026
Crack Product Sense & Analytics Interviews with AI
Sign up free →
Feb 27, 2026
Analyze Product Data w/ Claude Code Opus 4.6
Sign up free →
Mar 4, 2026
Learn How to Run and Assess Experiments with AI
Sign up free →
Mar 5, 2026
Design an AI Evaluation Plan
Sign up free →
Free 30-Day AI Evals Email Course
Learn to evaluate AI features — one lesson per day
Each lesson is a practical pattern and artifact you can reuse to evaluate a real AI feature.
- ✓ Turn production failures into tests
- ✓ Ship, ramp, hold, or rollback with evidence
- ✓ Build rubrics & regression suites
Free. No spam. Unsubscribe anytime.
AI Analytics for Builders
Transform from consumer of analytics to independent operator — asking sharp questions, validating answers, shipping decisions.
Who it's for
PMs, engineers, operators, designers stepping into strategy roles
What you'll learn
- ➔ Transform vague ideas into decision-forcing questions
- ➔ Design metrics with clear numerators, denominators, and edge cases
- ➔ Decompose metric changes into mix shift vs. within-segment drivers
- ➔ Write testable hypotheses with success criteria and decision rules
- ➔ Use AI to accelerate analysis while validating outputs
Instructors
Shane Butler & Sravya Madipalli & Hai Guan
Upcoming cohorts
April 20, 2026
AI Evals for Product Development
Practical, hands-on methods to evaluate, measure, and improve AI products using data science.
Who it's for
PMs, Data Scientists, Analysts, ML Engineers building AI products
What you'll learn
- ➔ Design observable AI systems with proper logging and trace architecture
- ➔ Run structured failure analysis on production data
- ➔ Translate AI quality metrics to user behavior and business results
- ➔ Build evaluation workflows from offline tests through production monitoring
- ➔ Make ship/iterate/pause/rollback decisions based on evaluation data
Instructors
Shane Butler
Upcoming cohorts
April 6, 2026
June 15, 2026
Team pricing available: 20% off for 3-9 seats · 40% off for 10+ seats
Learn about team pricing →Get course launch updates
Get the latest on AI-powered analytics — new frameworks, course launches, and insights from practitioners.
No spam. Unsubscribe anytime.
Not sure which course is right for you?
Book a quick call and we'll help you figure out the best fit for your role and goals.
Book a Course Q&A (15 min)