AI Analytics for Everyone
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
Jun 15 - Jul 19, 2026
Intro to Agentic Analytics in Claude Code
Walk in with zero Claude Code experience. Walk out running real analytics on your own machine.
Who it's for
PMs, designers, engineers, and founders who want a hands-on first run at Claude Code analytics
What you'll learn
- ➔ Install and configure Claude Code on your own machine
- ➔ Watch a full agentic analytics workflow run end to end
- ➔ Clone the AI Analyst repo and point it at a real dataset
- ➔ Ship a finished chart and narrative you can post
Instructors
Shane Butler & Sravya Madipalli & Hai Guan
Upcoming cohorts
Aug 19, 2026
Build Agentic Analytics 101 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
Jul 13-17, 2026
Agentic Analytics 201: Validation & Context Management
For people already using Claude Code who want to build the system, not just the analysis.
Who it's for
Bootcamp grads and practitioners who already use Claude Code for analytics
What you'll learn
- ➔ Build auto-research loops that mine context from live data sources and stop when quality converges
- ➔ Design progressive-disclosure skill systems that auto-load the right context at the right time
- ➔ Wire orchestrator and sub-agent pipelines with checkpoints and adversarial review
- ➔ Manage context architecture across CLAUDE.md, skills, and rules so the system scales
- ➔ Connect to your data warehouse and run the full pipeline against real company data
Instructors
Shane Butler & Hai Guan & Sravya Madipalli
Upcoming cohorts
Jun 27 - Jul 4, 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.
Mar 1, 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 25, 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.
Read →
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Next cohort starts Jul 13-17, 2026
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