Building the world's leading lab for autonomous drone AI
Swarm develops the software that powers autonomous machines. Our open benchmark accelerates model development, while our physical lab turns leading flight policies into deployable, end-to-end systems.
Missions, rendered live
Real runs from our simulation lab — the exact missions our flight models are trained and proven on.
Swarm Search & Rescue
A swarm of drones must find a lost person.
Search & Rescue
A single drone must find a lost person.
Office Interceptor
Indoors and camera-only, the drone must find and intercept an intruder moving through the office.
Why Swarm
Because autonomy cannot be built in simulation alone.
Swarm combines an open AI benchmark with a physical testing and development lab for autonomous drones and robotics. We train models in simulation, integrate them across fleets, sensors, and hardware platforms, and validate them in the real world — turning pilot concepts into production-ready autonomous systems.
WarehouseDefense & Security
Coordinate patrol, threat-detection, and intercept missions with AI-driven swarms.
MountainSearch & Rescue
Self-organizing drones sweep debris fields, locate survivors, and drop supplies in minutes — even when GPS and comms are down.
ForestPrecision Agriculture
Adaptive flight plans spot crop stress, optimize irrigation, and forecast yields while cutting cost and footprint.
CityInfrastructure Inspection
Autonomous scouts capture high-resolution imagery of bridges, towers, and pipelines for safer, faster maintenance.
VillageAutonomous Delivery
Optimized routes navigate urban corridors, avoid obstacles in real time, and confirm secure hand-offs.
Open terrainMapping & Surveying
Swarms generate centimeter-accurate 3D maps on the fly, learning terrain, weather, and no-fly constraints as they go.
OfficeIndoor Autonomy
A drone that flies inside a building — corridors, doorways and furniture, with no GPS and no sky. Camera-only navigation, validated against a real office we rebuilt in simulation.
Real-time fire detection
A proof of concept: an autonomous drone detects fire live from its own camera, annotates the evidence, and an agent loop decides the next move — open-source, end to end.
Fire detection
- Live on-board camera streaming
- Fire-detection model integration
- Annotated frame + video recording
- Agent command-selection loop
- Dry-run mode before any flight
What makes Swarm unique
Top AI talent, working around the clock
A global network of AI engineers continuously trains, tests, and improves autonomous flight models. The best contributors are rewarded for advancing the network.
Simulation speed, validated in our physical lab
Models learn rapidly in high-fidelity simulation, then move into our dedicated drone and robotics lab for hardware integration, real-flight testing, and continuous refinement.
Tailored to your fleet
Model adapters for your airframes, sensors, and constraints — with drop-in SDKs and APIs for on-board and edge deployments.
From concept to autonomy
Mission Design & Rapid Prototyping
We turn operational challenges into working autonomous-drone concepts, with custom simulation environments, mission logic, and fast technical validation.
Autonomous Intelligence & System Integration
We develop and integrate AI flight systems across your drones, sensors, compute, and existing software stack.
Real-World Validation & Deployment
Our dedicated drone and robotics lab takes models beyond simulation through hardware integration, flight testing, production hardening, and continuous improvement.
Follow the build on X
Flight tests, benchmark results, and open-source releases — posted as they happen.
@SwarmSubnet
The fastest way to see what the lab and the network are shipping, week by week.
