About
How this publication thinks about running a small team well.
Stay Small, Work Well is a publication about how to run a small team well in the AI era. We believe small teams can do serious work without acting like large companies. That means fewer meetings, clearer priorities, simpler systems, and a healthier relationship with AI and growth.
Where this perspective comes from
Stay Small, Work Well is written from the perspective of a data scientist who has analyzed millions of accounting and employee records.
The advice here combines patterns observed in data with hands-on experience improving how teams operate.
Who it is for
The site is written for founders, managers, operators, team leads, and small business owners running teams of roughly 2 to 20 people.
It is especially useful for teams that want to stay small on purpose, protect margin, and improve execution without importing large-company process.
What we believe
- Small teams can do serious work without acting like large companies.
- Clarity is more valuable than visible activity.
- Profit matters because complexity compounds faster than headcount helps.
- AI is useful when it removes friction, not when it inflates output.
How articles are written
Articles start from recurring operating problems: unclear priorities, meeting creep, tool sprawl, shallow AI adoption, or communication loops that waste time.
Each piece is written to turn a broad principle into something a small team can actually use, with concrete defaults, tradeoffs, and examples.
Editorial standards
- Favor advice a small team can apply this quarter, not abstract management language.
- Keep recommendations simple enough to survive without a dedicated operations department.
- Revise pages when the operating guidance changes or when examples become stale.
- Prefer direct, plain-language titles, headings, and summaries over clever phrasing.
How AI is used here
AI is used as a working tool, not as a shortcut for publishing more noise.
Drafting, outlining, and translation can involve AI assistance, but every published page is reviewed for clarity, usefulness, and fit with the publication's point of view.
What we cover
Calm Operations
How to run a small team without constant urgency, interruptions, or communication sprawl.
Small-Team Execution
Practical systems for deciding, planning, and finishing meaningful work with a small team.
Async Communication
Practical async communication for small teams: replace status meetings and chat churn with written updates, decision docs, and clear documentation.
Profitable Simplicity
Advice for protecting margin, reducing tool sprawl, and keeping a company simple on purpose.
AI Without Chaos
How to use AI to reduce friction without flooding a small team with more noise and review work.
Corrections and contact
If a page is unclear, outdated, or wrong, the goal is to fix the page instead of quietly letting drift accumulate.
A public contact address is not available yet. This page will be updated when contact details are ready.