AInstein Academy
Tony

Tony — at his desk, building & sharing

Case studies over courses

Hi, I'm Tony. I learn AI by doing.

Then I write up exactly what I did so you can do it too. Real problems. Real workflows. The thinking behind them. The full story: how I thought about it, what I asked for, what I tried, what failed, what worked. No theory, no syllabus. Most people learn faster from one good demo than ten chapters of explanation.

Why case studies, not courses

When I started using AI seriously, I tried courses. I tried YouTube tutorials. I tried books. They all explained concepts well enough (prompt engineering, agents, fine-tuning) but I still walked away not knowing what to do on Monday morning at my desk.

What actually worked: watching someone walk through one real problem, start to finish. The thinking, not just the steps. Why they chose that approach. What they tried first. Why that failed. The final workflow they shipped. Twenty minutes of that beats twenty hours of theory.

So I started writing case studies, not because I'm an expert, but because the case study format is genuinely how most people learn faster. Each one is a real problem I had to solve, documented in the order I solved it. You read it, copy what makes sense for your situation, and skip what doesn't.

Who this is for

Solopreneurs and small/medium business owners who want to actually use AI, not just read about it. If you run a business, feel like AI could help, but don't know where to start, this is for you.

Not for: people who want a syllabus to follow passively. People who want certificates. People who want someone else to figure it out for them.

What you'll find here

  • Case studies — One real problem, documented start to finish. The exact AI workflow you can copy, and the thinking that led to it.
  • AI Business Radar — Daily AI news with my take on what it means for small business operators.
  • Blog & glossary — Plain-English explainers on AI tools and concepts, written for owners not engineers.
  • Community forum — Other owners working through the same AI questions. Drop a question, share what you've built, get peer answers.

What this isn't

I'm not selling a course. I'm not selling consulting. I don't have a coaching program. There's no “DM me for the link.” I write because I learn better when I write things down. If it helps you too, that's the bonus.

That said, AInstein Academy is an HRDC Registered Training Provider in Malaysia. If your company in Malaysia wants formal AI training, that exists. But it's not the main reason I built this site.

Where the case studies come from

Different industries. Different problems.

Different problems force different AI techniques. The case studies on this site come from across these contexts, so you see the full range, not just one playbook applied everywhere.

01

E-commerce

Product copy & ops

Beauty & wellness brand. Where I figured out AI for product copy, customer service replies, and demand forecasting.

02

Real Estate

Commissions & listings

Source of the famous 'two weeks of Excel to seconds' case study. Listings, commission calcs, and back-office grind.

03

Fitness Studio

Bookings & content

Studio operations, member retention, social content. AI behind almost every customer touchpoint without it feeling robotic.

04

Education

AInstein Academy

This site itself. Built using the same workflows I share. The daily Radar? Auto-generated by AI overnight. Meta, but real.

05

Cross-border Trading

Yiwu / Shopee sourcing

Product sourcing, pricing, listing copy, support tickets. How AI lets one person run an operation that used to need three.

One short email a week

Real case studies, real prompts, real lessons from running small businesses with AI. No fluff, no upsells, unsubscribe whenever.

One short email a week. Unsubscribe anytime.