A working owner, real compliance deadlines, and no budget for enterprise software set the actual constraints here, not a brief. Understanding the business meant sitting with how the owner and drivers actually worked, not just interviewing them: the paper logs, the texts, the spreadsheets they were replacing. From there it was scoping what a two-person office-and-fleet operation would actually use, then building it end to end, database schema, role-based UI, AI integration, and deployment, and keeping it running for a client who depends on it. That's the competency this project demonstrates: taking a real business problem through to a shipped, maintained tool, not a research exercise or a portfolio piece built without a client on the other end of it.