Nevertheless, this is awesome and I wish I'd built it :)
Questions: - what is the measurement precision?
- do you need calibration? How do you do it in production?
- what it is the root problem you are trying to solve?
- what is your hypothesis about your solution- quantitatively?
2) Not necessarily. Models like MapAnything predict calibration params directly, and GeoCalib is good for distortion coefficients. We still calibrate manually on-site, but mainly to validate these models actually hold up in real warehouses and collect our own calibration training data. We are confident the future is calibration-free.
3) Carriers lose money every day because shippers understate dimensions, and LTL is priced by volume. Every understated shipment is lost revenue. Thats the wedge we're going after.
4) We're confident this gets to <1.5 inch MAE at full coverage — the tail is bounded by data and model scale, both of which we're actively closing.