Start as a productized reliability engineering service for hardware teams entering qualification, field pilot, or production ramp. The first offer is a fixed-scope reliability risk package: review test plans and field data, build Weibull/FIT/MTBF or degradation models, update FMEA/FMECA risk items, and deliver recommended design, test, or warranty actions. Over time, standardize templates, analysis notebooks, reporting formats, and data connectors into a repeatable managed service or software-assisted consulting product.

Autonomous systems, defense hardware, robotics, and advanced electronics are moving faster than traditional reliability teams can staff. Hardware buyers now have more sensor, test, and field telemetry data, but still need defensible statistical interpretation tied to safety, warranty, and product release decisions.