AI SMALL BUSINESS LAB
Test the idea on paper before you spend a dollar.
We take AI side-business claims apart — real costs, hidden assumptions, what tends to break first, and whether the numbers hold up under conservative estimates. No hype, no income promises, no "just copy what I did."
AI Shop
AI-assisted e-commerce, product research, and ad testing
AI Content Sites
SEO content sites, tool pages, and affiliate monetization
AI Micro-Tools
Lightweight calculators, generators, and micro-SaaS ideas
AI Content Creation
AI-assisted scripting, editing, and social media workflows
AI Automation Services
Client service models powered by AI + automation platforms
Side Hustle Pitfalls
Common traps, hidden costs, and failure post-mortems
Is AI Dropshipping Actually Profitable? Costs, Margins, and Risks for Beginners
A full breakdown of costs, margins, processes, risks, and replicability. Helps beginners decide whether a small-scale test is worth the money.
Case Unverified High Risk Replicability 46/100
AI Side Business ROI Calculator
Select a project type, enter your assumptions, and see whether the numbers hold up on paper. Multi-model: covers e-commerce, content sites, tools, media, and services.
Paper test first Not a profit prediction
If an AI side-business case only shows you revenue screenshots — but never discloses ad spend, refund rates, tool costs, or actual net profit — treat it as an unverified lead, not a fact.