Zero-Shot Setup
Autonomy
Most robots claim "full autonomy" but require hours of manual mapping, tuning, and programming. That's not autonomy — that's a hidden labor cost. We're changing that.
The Hidden Cost of "Autonomous" Robots
Manual Mapping
Fixture Labeling
Path Programming
Pose Configuration
Traditional robots require specialists to manually configure each deployment — adding days of setup time and ongoing maintenance costs.
How Hivebotics Achieves Setup Autonomy
The robot understands and configures itself to any new environment — no specialists required.
Zero-Shot Restroom Spatial Discovery
Multi-sensor SLAM with LiDAR, RGB-D, and IMU for comprehensive spatial understanding.
- Semantic segmentation to detect stalls, sinks, urinals, walls, wet floors
- Graph representation of restroom topology
- Automatic understanding of structure and flow
Fixture Auto-Identification
AI models trained on global restroom feature variations for universal recognition.
- Height/position inference via 3D affordance mapping
- Door swing direction and cubicle clearance detection
- Automatic approach vector calculation
Self-Generated Cleaning Plans
Converts semantics into optimized task graphs with dynamic skill module assignment.
- Stall cleaning, sink scrubbing, steam disinfection
- Contact zone targeting (handles, buttons)
- Optimized for coverage, time, and battery constraints
Automatic Recovery & Iterative Improvement
Self-healing systems that adapt to environmental changes without human intervention.
- Detect deviations (new bins, renovations, layout changes)
- Self-repair plan graph based on live perception
- Fleet knowledge updates via federated skill transfer
Guided Human Validation (90% Faster Setup)
Operators simply: Approve suggested plan → Add optional priorities (VIP restroom, hourly cycles) → Press Deploy 🚀
90%
Faster Setup
Traditional Setup vs. Zero-Shot
True Plug-and-Play Autonomy
Drop a robot in any restroom and it configures itself — no specialists, no programming, no hidden costs. That's real autonomy.