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
Apr 20 - May 24, 2026
Jun 1 - Jul 5, 2026
Build AI Analysts in Claude Code
Build agentic data analysts for your company in one weekend. No code.
Who it's for
PMs, data scientists, engineers who want AI-powered analytics now
What you'll learn
- ➔ Set up Claude Code as a personal AI analyst environment
- ➔ Build custom markdown-based skills for analytics best practices
- ➔ Create agents that automate multi-step analysis workflows
- ➔ Produce analyses with charts, narratives, and slide decks
- ➔ Connect your company data and generate actionable findings
Instructors
Shane Butler & Hai Guan & Sravya Madipalli
Upcoming cohorts
May 23-24, 2026
AI Evals for Product Development
Free course with certification. 36 lessons on evaluating, measuring, and improving AI-powered products. Earn weekly quiz certificates and pass the final exam to get certified.
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
Free Workshops
Try a free live workshop
Free live sessions on AI analytics and AI evaluation. Open to anyone.
Feb 28, 2026
Clone Yourself First
Before you build AI for customers, before you build a product, before you pitch your manager on an AI strategy: build an AI version of you. It's the highest-return investment you will make in AI, and it's not close.
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Feb 24, 2026
AI Already Does the Data Work. Here's What You Do Now.
The 'augment, not replace' line is over. AI crossed the line where it does the whole data job. Here's what that means and five paths forward for data professionals.
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Next cohort starts May 23-24, 2026
Whether you're looking for courses, team training, or just want to talk shop — we'd love to hear from you.
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