The Moment the Numbers Said 'No' — And How I Found the Real Problem
In the early days of building Arise & Shine Transporters, the numbers didn't add up. This is the story of how a simple calculation led to a deeper understanding of the logistics challenges in East Africa and the creation of a real solution.
It started with a question: how much should a delivery to a specific location cost? The business owner had no clear way to answer it. Phone calls, paper records, and gut feelings were the only tools available. I remember the moment I first saw the numbers — they didn't make sense. The cost of a delivery to a nearby town was inconsistent, and there was no way to track where the trucks were or how much fuel was being used. It was a puzzle with missing pieces, and I didn't know where to start.
The problem wasn't just with the numbers — it was with the lack of visibility. The owner had no way to know if a driver was taking the shortest route or if a truck was idling for hours. The business was running on intuition, and that wasn't sustainable. I knew there had to be a better way, but I didn't yet know what it was.
I started by mapping out the delivery routes manually. I drew lines on paper, calculated distances, and compared them with the fuel receipts. That's when I realized the real problem wasn't the cost of delivery — it was the lack of reliable data. Without accurate information, the business was flying blind. It was like trying to build a house without knowing the size of the foundation.
This is where the AI collaboration came in. I used tools like Claude and Codex to help structure the problem and find potential solutions. They helped me think through the data challenges and how to integrate real-time GPS tracking and dynamic pricing. The key insight was that the cost of a delivery wasn't just based on distance — it also had to account for fuel consumption, route efficiency, and driver behavior.
I built a system that could track trucks in real time, calculate the cost of each delivery based on actual distance and fuel usage, and flag any deviations from the expected route. It wasn't perfect at first — there were bugs, and the AI had to be fine-tuned — but it was a start. The owner finally had a way to see where the trucks were, how much each delivery was costing, and which routes were most efficient.
Now, Arise & Shine Transporters is a fully functional platform that has transformed the business. The owner can make data-driven decisions, and the drivers have a clear understanding of their assignments and performance. The numbers finally make sense — and that's what makes it all worth it.
If you're building something new, and you're facing a problem that feels unsolvable, take a step back and ask yourself: what is the real issue here? Sometimes, the solution starts with understanding the problem deeply.
