Every project started with a business problem. Project 01 is expanded as a full case study — the others are available in detail on request.
A team of engineers was losing 2–3 hours every shift searching dense, multilingual technical documentation — specifications, maintenance manuals, compliance records. Search was keyword-only, and mixed-language content meant critical information was routinely missed or mis-retrieved.
Off-the-shelf models were too generic and too expensive for specialized, domain-specific tasks.
A finance department was bottlenecked by slow, manual reporting cycles consuming hours every week.
Data was fragmented and pipelines were brittle, making analytics unreliable and decision-making slow.