Blog
Practical guides and insights for students who want to build real skills before they need them.

Break-Even, Markup, Margin — Three Numbers That Run Every Business on Earth
A bakery in Portland opened in 2019 with a line out the door. Revenue grew every quarter. Yelp reviews averaged 4.7...

Napkin Math That Saves Six Figures — Estimation Skills They Skipped in School
A VP at a mid-size SaaS company approved a $2M marketing budget last quarter. The reasoning? Their biggest competitor...

The Algebra Behind Every Pricing Decision You've Ever Seen
A coffee shop owner in Portland opened with a signature oat milk latte. His cost per cup was $2.80. He slapped a 50%...

The AI Leverage Map — Where Automation Multiplies You vs. Where It Wastes Your Time
Marcus ran a 12-person marketing agency and decided, sometime around February, that he would automate everything. Email...

Why Every Freelancer Needs an AI Ops Layer Before They Need a Second Client
Marcus was a brand strategist pulling $9,200 a month from four retainer clients. Fully booked. Sixty-hour weeks. He...

Prompt Engineering Is Just Asking Better Questions — A Skill School Never Taught You
Two interns sit three desks apart at the same marketing agency. Both have access to the same AI tool, same free tier,...

The $0 AI Stack — Tools That Replace a $200K Employee (Almost)
Last Tuesday, a friend of mine hired a "marketing generalist" for his 12-person SaaS company. Salary: $95,000. Benefits...

Automate the Boring, Own the Thinking — How Small Teams Use AI to Punch Up
Four people. One marketing agency. And a Monday morning spreadsheet ritual that consumed six hours before anyone did...

AI Won't Replace You — But Someone Using AI Will. Here's the Playbook
Marcus Chen quit his agency job in March 2025 with one client, a laptop, and a vague plan to freelance in B2B content...

Define, Refresh, Decide - The BI System Your Standups Need
Your team can ship product by instinct for only so long. Past a certain headcount, "strong opinions loosely graphed"...