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Prototypes & demos

Tram Maintenance Assistant (Concept Demo)

A self-built concept demo exploring how AI search and retrieval could support maintenance teams with faster access to procedures, fault codes and safety instructions. Built to showcase capability, not commissioned by a transport operator.

Tram Maintenance Assistant (Concept Demo)

Challenge

  • Maintenance knowledge is often spread across manuals, schedules and internal procedures, making fast retrieval difficult in day-to-day work.
  • The interface needed to feel practical for technicians rather than overly complex.

Approach

  • I shaped the experience around focused maintenance queries, fault support and safety context.
  • I used a clean UI and retrieval-first framing to augment technical operations without replacing existing processes.

Outcomes

  • A working demo that shows how a domain-specific assistant could help teams retrieve maintenance knowledge quickly — useful as proof of what I can build for a real client project.