
Tony — at his desk, building & sharing
Case studies over courses
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.
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.
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.
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 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.
E-commerce
Beauty & wellness brand. Where I figured out AI for product copy, customer service replies, and demand forecasting.
Real Estate
Source of the famous 'two weeks of Excel to seconds' case study. Listings, commission calcs, and back-office grind.
Fitness Studio
Studio operations, member retention, social content. AI behind almost every customer touchpoint without it feeling robotic.
Education
This site itself. Built using the same workflows I share. The daily Radar? Auto-generated by AI overnight. Meta, but real.
Cross-border Trading
Product sourcing, pricing, listing copy, support tickets. How AI lets one person run an operation that used to need three.
Real case studies, real prompts, real lessons from running small businesses with AI. No fluff, no upsells, unsubscribe whenever.
Or just start reading