One unit. Any surface. Any angle. Learns while it works.
GPU-native swarm units that traverse real geometry — not approximated floor plans. Built for environments that defeat every other system on the market.
Every competitor navigates an approximation — a 2D projection of a 3D world. VOXARN units work from the actual geometry at full fidelity. Walls are walls. Curves are exact. Inclines are not rounded down.
A swarm is not a fleet executing the same instruction. VOXARN units divide labour based on what the task actually requires. The collective does what no individual unit can — and compensates when one cannot.
VOXARN fleets compound. The units on your site in twelve months are meaningfully more capable than those on day one — trained on your specific surfaces, your geometry, your operational patterns.
Two decades of industrial automation have produced systems optimised for environments that don’t exist — flat, static, pre-mapped. The real world is none of those things.
| Current generation | VOXARN | |
|---|---|---|
| SURFACE RANGE | Floor-plane only. Ramps at reduced confidence. Walls, ceilings, and curved surfaces are not navigable. | Any surface at any angle — walls, curves, inverted surfaces. Full geometric fidelity from the actual structure. |
| UNIT INTERFACE | Fixed hardware geometry. Each unit is designed for one surface type. Multi-surface deployment requires multiple hardware configurations. | Conformable architecture. Brushless DC drive and servo-actuated contact surfaces adapt to whatever geometry the unit encounters. |
| UNIT BEHAVIOUR | Homogeneous fleet. Every unit runs identical logic. One unit fails — nothing compensates. | Specialized roles, dynamic coordination. Units divide labour and compensate for failure in real time without manual intervention. |
| ENVIRONMENT INPUT | Sensor-mapped during deployment. Weeks of integration before a unit touches the real environment. | Direct from your existing engineering models. The structure your team already has becomes the traversal map. |
| FIELD IMPROVEMENT | Static from deployment. Performance on day one equals performance on day three hundred. | Continuous improvement through operation. Field time builds capability specific to your environment. |
| FLEET SCALABILITY | Fixed architecture. Adding or replacing a unit typically requires downtime and system reconfiguration. | Hot-swap capable. Add a unit — it joins immediately. Replace one — the fleet adapts. No reconfiguration. No downtime. |
The actual 3D structure of your environment becomes the traversal surface. No information loss. No translation step. No weeks of pre-deployment integration.
Brushless DC drive and servo-actuated contact surfaces adapt to the geometry encountered. Flat deck, curved pipe, vertical wall — no hardware modification required.
Every deployment cycle compounds. Performance improves continuously — without manual retraining, without update cycles, without downtime.
One stabilizes a structure while another executes precision work. One monitors environmental conditions while another reroutes around an obstacle. The swarm functions as a trained crew.
Hot-swap a unit out — the fleet compensates immediately. Expand capacity — new units integrate without reconfiguration. Built for operational continuity.
Units track position as barycentric face coordinates on the raw triangle mesh — no projection, no approximation. Walls, curves, and inverted surfaces navigated with the same precision as a floor.
Your engineers’ existing 3D models become the traversal map directly. No hand-crafted waypoints. No sensor calibration pass. The structure your team already has is all VOXARN needs.
All path planning runs on GPU — CUDA and ROCm/HIP, covering both NVIDIA and AMD hardware. Hundreds of units planned simultaneously with no sequential bottleneck.
No external navigation dependencies. No third-party planning library. No vendor lock-in on any critical path. Every layer is owned and optimised for swarm performance.
VOXARN is in early development and selectively engaging with investors, research institutions, and industrial and defense operators who understand what surface-native autonomy changes.
If you’re operating complex physical environments and current automation falls short — let’s talk about what VOXARN can build for you.