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
Team pricing available: 20% off for 3-9 seats · 25% off for 10+ seats
Learn about team pricing →Free Live Workshops
Try before you commit
Free 45-minute live sessions on product analytics, experimentation, and Claude Code. Open to anyone.
Crack Product Sense & Analytics Interviews with AI
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Opportunity Sizing in Claude Code
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Analyze Metric Trade-offs in Claude Code
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Build Slide Decks in Claude Code
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Turn Insights to Action in Claude Code
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Validate Claude Code Analytics Output
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AI-Powered Analytical Thinking
30 emails over 15 weeks. Stop waiting on the data team. Learn how product data scientists actually think, with Claude Code as your copilot. Built for PMs, analysts, and career changers.
Sign Up Free →
AI Evals for Product Development
30 emails over 6 weeks. Learn to evaluate AI features with practical patterns for instrumentation, measurement, metric design, and shipping decisions.
Sign Up Free →
Claude Code Analytics
23 emails over 9 weeks. Build an AI product analyst in Claude Code that runs on your data, validates its own work, and gets smarter every week.
Sign Up Free →
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