1
How AI analytics multiplies your impact
Every analysis is a bet. Your impact is shots × hit rate × size, and speed, not skill, is what's been capping two of the three.
◷ The math: one PM, 10× the bets, same hit rate 100% Free · 5-Part Email Course Multiply Your
The mindset, the math, and the method
Multiply Your
Impact
with AI analytics
A free, five-part email course on what AI analytics is actually worth to your work and your career. One keepable idea per email, each backed by real math.
Free forever. 5 emails, every 2-3 days. No spam. Unsubscribe in one click.
✓ No credit card, ever ✓ Read in 4 minutes each ✓ Yours to keep, even if you never buy anything
The one idea
Every analysis is a bet.
You just couldn't afford many.
Your impact over a year isn't any single analysis. It's a product of three things, and most of us have spent our whole careers improving only the middle one.
Shots
How many questions you get to actually chase
×
Hit rate
How often a bet changes a decision
×
Where AI changes everything
Size
How big the questions are that you dare to ask
When an analysis costs two weeks, shots and size stay locked. Make it cost an afternoon and both come off the leash, and because they multiply, the whole thing moves with them. The bottleneck was never your thinking.
The curriculum
Five emails. Five ideas you keep.
Each one teaches a single idea deeply, then proves it with a plain-English ROI receipt: the "before and after," in real money.
2
The three-week AI analysis, done in an afternoon
Active users drop 8%. The old way takes two weeks and can still land on a clean, confident, wrong answer. Watch speed buy accuracy instead.
◷ The math: the half-million-dollar mistake you didn't make3
The expensive question AI makes cheap to ask
The open-ended question you'd never justify three weeks for: "why are our power users so sticky?" Fifteen angles instead of three, and the real driver stops hiding.
◷ The math: a few million in expected revenue, from one afternoon4
AI analytics is a career move, not a time-saver
Nobody gets promoted for analyses they ran, only for decisions they changed. More shots that land compound into a trajectory. Plus the one catch that decides whether any of it works.
◷ The math: from "good analyst" to the person in every big decision5
Run your first AI analysis this afternoon
The whole loop, start to finish: pick a real question, ask it well, check the answer, keep the receipt. You can run your first one today.
◷ Try this: one question, start to finish, before dinnerWho it's for
For the person with good questions
and no time to run them.
📈
PMs & product leaders
You have a backlog of analyses you'd run if they were free. This is about making them close to free, without waiting two weeks on the data team.
🔍
Analysts & data scientists
Your judgment was never the bottleneck; throughput was. Learn to place ten times the bets while keeping your hit rate honest.
🧭
Founders & operators
Turn "someday we should look into that" into a Tuesday afternoon. Decide faster on questions that used to be too expensive to ask.
Who's teaching
From the team behind the AI Analyst Bootcamp
The same people who build and teach agentic analytics systems for a living, writing you five short, honest emails.
Hai Guan
Head of Data, Ontra
16+ years teaching PMs, designers, and leaders to think analytically. Built and scaled data teams at Nextdoor, LinkedIn, Pinterest, and Meta.
Shane Butler
Co-founder, AI Analyst Lab
10+ years in product data science and causal inference across Stripe, Nextdoor, and AppFolio. Co-hosts the Data Neighbor podcast.
Sravya Madipalli
Sr. Manager, Data Science, Superhuman
14+ years leading analytics and experimentation at Microsoft, eBay, Nextdoor, and Superhuman.
FAQ
Common questions
Is it really free? +
Yes, completely. Five emails, no credit card, no trial that flips to paid. If you never buy anything from us, you still walk away with a mental model you'll use for years. That's the point.
How much will land in my inbox? +
Five emails, one every two to three days, each about a four-minute read.
Do I need to code, or know SQL? +
No. This is about the judgment around AI analytics: which question to ask, and how to tell whether the answer is true. The tools do the querying; the course teaches the thinking.
Is this just a pitch for a paid course? +
No. Every email teaches one idea you keep whether or not you ever buy anything, and each one closes by pointing at the bootcamp as the way to build it on your own data. The teaching has to earn its place first; the ask is a footer, not the point.
What will I actually be able to do after? +
Run one real analysis end-to-end with an AI agent, steer it well enough to trust the answer, and put an honest dollar figure on what it was worth. Lesson 5 walks you through it step by step.
★ 100% Free · Keep it forever ★ Start with Lesson 1
Start with Lesson 1
this afternoon.
Drop your email and the first lesson lands in your inbox after you confirm. No cost, no catch.
Free forever. 5 emails · No spam · Unsubscribe anytime.
Already sold on the idea and want to build the system? The five emails work by hand. But doing this repeatedly, on your own data, is Build Agentic Analytics 101 in Claude Code. A week, no coding, and you leave with your own working setup. See the next cohort →