— Services / S.02 / Hardware + AI experiments
Your Hardware + RAI AI.
We make your robots intelligent. Bring your robotics hardware — we integrate the AI through structured experiments: perception, world models, autonomy, manipulation, planning. Engineered for real-world deployment, not for the demo.
Strategic position / 01
We Engineer Intelligence Into Your Hardware Through Experiments.
Robotics hardware companies have the body. RAI Swarms brings the cognition — perception, world models, planning, autonomy — integrated through field experiments that stress-test the capability against real-world conditions.
Frame
The hardware is yours. The AI integration is ours. Together we run structured experiments that take your platform from demonstration-grade to deployment-grade — across the layers where most platforms quietly fail: perception drift, supervision thresholds, integration cycles, operator handoff.
Every engagement begins with a scoping call to define the specific capability surface to engineer — vision, manipulation, navigation, multi-agent coordination, or the full cognition stack. We work alongside your engineering team across multiple experiment cycles.
Who this surface is for / 02
The Organisations We Engineer With.
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A.01
Robotics platform companies with mature hardware needing intelligence integration to move beyond demonstration cycles.
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A.02
Humanoid & embodied AI builders seeking experimental partners for cognition, perception, and autonomy layers.
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A.03
Industrial integrators bringing third-party hardware into deployment environments that require advanced cognition.
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A.04
Research-stage robotics teams needing structured experimental infrastructure to graduate capability into industrial readiness.
Experiment surface / 03
What We Integrate.
Six engineering layers, each engaged as a discrete experiment track. Combined into a coherent integration arc for your platform.
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L.06
Deployment & Operator Handoff
Integration into real environments — calibration, supervision thresholds, operator trust cycles.
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L.05
Autonomy & Control
Policy, action selection, multi-agent coordination, safety envelopes.
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L.04
World Model & Cognition
Memory, planning, reasoning substrates calibrated to your task domain.
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L.03
Perception
Multi-modal sensing, calibration, scene understanding, representation.
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L.02
Manipulation & Locomotion
Dexterity, contact-rich tasks, terrain, energy economics.
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L.01
Learning Loop
Data acquisition, labelling, simulation, transfer, evaluation.
What changes after engagement / 04
Outcomes.
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D.01
An intelligence integration plan mapped to your specific hardware capability surface and deployment target.
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D.02
Structured experiment cycles — staged integration tracks with measurable capability deltas at each cycle.
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D.03
Reality-tested capability — your platform survives operator scepticism, calibration drift, and integration cycles measured in months, not demos.
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D.04
A deployment-grade product ready for field cycles inside real industrial environments.
Your hardware. Our AI. Field-tested intelligence.
Continue / 05
Other Services.
Enter EU Market
Bring your robotics products into the European Physical AI substrate — corridor entry, ecosystem access, sales and showcase support.
S.03 · ConsultancyRobotics + AI Consultancy
Strategic consultancy for robotics and AI organisations — product strategy, deployment, positioning, partnerships.
Engage / 06
Open An Integration Engagement Around Your Platform.
Engagements begin with a scoped call to align on capability surfaces, experiment cycles, and deployment targets. We work with a small number of platforms per year.
Let's Talk