COMPOUNDINGCircles
About · Compounding Circles

Owners learn fastest from other owners.

Owners are working out AI on their own. We think they'd do it faster, cheaper and more safely together.

A letter from the founder

Why we built Compounding Circles.

Joao Alves, founder · November 2026

Dear owner,

For the last few years I've worked on AI strategy and implementation for some of the world's largest banks, asset managers and private equity funds. Huge budgets, deep teams, and almost always the same request in the very first meeting:

"Before we decide anything, show us what our peers are doing."

The first ask, at a bank, an asset manager or a fund. Almost every time.

They didn't want another demo. They wanted to know where firms like theirs were putting AI, what it cost, and what had quietly been switched off. If the largest firms in the world want that, owners of established businesses need it even more, and have far fewer ways to get it.

The tools are the easy part. The hard part is knowing where in your workflow AI belongs, and where it doesn't. Knowing where not to use it often saves more than any tool you'll buy.

That judgment rarely comes from headlines or vendor pitches. It comes from peers. An honest conversation in a private room, or your numbers benchmarked anonymously against firms like yours.

That's what a circle is. A small, matched room of owners who share honestly, benchmark against each other and learn what works before they spend on it. Nobody in the room is selling anything, including us.

AI will keep changing every month. That isn't a reason to go faster alone. It's a reason to go through it together.

Joao AlvesFounder, Compounding Technologies

Two proven models, one room.

Community × education
The community model

Peer groups that open the books

Small, non-competing groups that share their numbers. We borrowed the honesty and the seat rule.

  • Small, non-competing groups
  • Numbers on the table, every meeting
  • Accountability to people who know your business
The education model

Operator-led, cohort-based learning

Operators teaching core skills live, across industries. We borrowed the depth.

  • Core business strengths, rebuilt for AI
  • Taught live by people who do the work
  • Different industries in the same cohort
The circle

Imagination and implementation.

Seeing what's possible, and making it stick. In the same room.

How a circle works →

What we stand for.

Five principles
01

Human first

AI should give people time back, not take their judgement away.

02

Shared learning is faster

One owner's experiment becomes everyone's shortcut.

03

Independent, always

No software resale, no builds, no referral fees. Ever.

04

ROI-focused

If it doesn't show up in the numbers, it doesn't stay.

05

Responsible by default

Client data and good judgement come first, in every session.

Who's behind this

Joao Alves

Founder, Compounding
The operator behind Compounding

Building with AI since 2020. Now sharing what works.

Joao has worked in AI since 2020, across financial services, fintech and frontier tech, and is now an AI strategist at a big tech company.

Each circle has its own host. Masterclasses are led by operators from the sectors in the room.

$7B+Fintech valuation
$500MARR scaled
2020Operating in AI since
3Continents delivered

Work with us.

Not joining as a member? There's still a way in.
Partners and sponsors

Partner or sponsor

Back the benchmark research, masterclasses or events. Never access to members or their data.

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Operators

Lead a masterclass

Built something real in an established business? Teach it.

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Groups and networks

Run a private circle

A circle just for your franchise, group or trade body.

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