The Gap
Demos work. Real homes don't.
A robot that clears a staged showroom floor will still fail on a Tuesday evening — toys on the rug,
a glass of water near the edge, a lamp nobody modelled, and a family that wants it done their way.
That gap is not a hardware problem. It is a training problem.
Out of the box
Lab-grade behaviour
- Only handles objects in the training catalogue
- Fails on clutter, reflections, and glass
- No notion of household preference
- Every new home is a cold start
- Human rescues it several times a day
After NeuraBot training
Home-grade behaviour
- Generalises to unseen objects and layouts
- Recovers from slip, occlusion and ambiguity
- Learns where this family keeps things
- Improves every week from live feedback
- Runs unattended, with tele-op as safety net
"The bottleneck in home robotics was never the arm, the wheel or the battery. It is that
nobody has done the unglamorous work of training for the mess. That is the only thing we do."