Built for purpose
Shaped by the practices of world-class hardware teams.
For the engineers building the future.
Test like you fly.
Loop Machines is the AI-native engineering platform for mission-critical hardware. Centralize test data, automate failure analysis, monitor fleets in real time — agentic AI now closes the loop from prototype to production.
Defense. Space. Robotics. Drones. Autonomy. Five verticals, one verdict pipeline — closing the loop on the machines that can't afford a second chance.
Hardened telemetry for tactical platforms and C4ISR. Air-gapped, classified-ready deployments.
Pre-launch test campaigns, in-orbit health, ground-station replay. Slow links, hard deadlines, unforgiving physics.
Closed-loop control for humanoids, industrial arms, and mobile platforms. Joint-level telemetry to fleet-wide policy.
Swarm-scale flight telemetry, range testing, post-flight forensics. Ground-truth every sortie against design intent.
Sensor-fusion validation, edge-case mining, scenario regression. Test-track-to-public-road data fabric.
Shaped by the practices of world-class hardware teams.
Workflows shared by engineers and AI — drafting tests, closing the loop.
Reduces noise, restores momentum — teams ship at velocity.
Four loops, one platform. Centralize every test data source, watch the fleet in real time, surface root cause automatically, and share the answer with the people who need it.
Every test data source — bench, HIL, field, fleet — in one queryable surface. No more 14 spreadsheets and a Slack thread.
Real-time visibility into hardware performance across every deployed unit. Alerts that mean something, not noise.
Agentic AI proposes the failure mode, ranks likely causes, and shows the evidence. Hours of forensics — minutes.
Permalink any signal, any window, any analysis. Engineers, ops, and leadership look at the same thing — at the same time.
Drop Loop Machines into the stack you've built. Native bindings for the simulation, analysis, and cloud tools that already run your engineering org.
Loop Machines is currently in private preview with a handful of deep-tech teams. Tell us about your fleet — we'll be in touch within 48 hours.