Complex products. Clear decisions.

Defining an industry-first multi-camera platform while balancing AI capability, video quality, storage, privacy, bandwidth, BOM and installation economics.

How field research and systems thinking transformed a fragmented Driver•i + HubX installation workflow and reduced installation time by more than 57%.

Turning an invisible field problem into a measurable quality signal, tracing affected cameras to specific batches and enabling proactive replacement.