Shop-floor AI for predictive maintenance, vision QA, robotics cells, and OT/IT integration

AI for Manufacturing & Robotics

A cell that behaves in simulation still has to hold its safety envelope on a live line, at line speed, with an operator standing beside it. Hyperion can assess that gap and lead the decision on where autonomy stops and a human resumes control.

IEC 61508

SIL functional-safety standard

IEC 62443

OT cybersecurity (ISA/IEC)

ISO 10218

Robot & cobot safety standard

What Keeps Manufacturing AI Teams Stuck

Predictive maintenance pilots generating false-positive alert rates above 60% — operators stop acting on alerts within weeks, defeating the business case entirely

Computer-vision defect detection that validates at 98% accuracy in the lab but degrades to 70% under variable factory lighting, line speed, and surface variation

OT/IT integration: Modbus RTU, PROFINET, and EtherNet/IP devices that predate TCP/IP have no native path to modern ML inference pipelines without a secure OT gateway

Robotics cell AI: collaborative robots (ISO 10218, ISO TS 15066) require force-torque sensor fusion and safe-stop logic before vision-guided manipulation at production speed — and policies that pass every simulation run routinely fail the sim-to-real transfer onto physical hardware

Digital-twin and shop-floor copilot deployment: MES and SCADA systems hold the ground truth, but connecting them to LLM-based process-optimisation tools exposes IEC 62443 OT attack surface

How We Help

Hyperion can lead the decision on what production actually requires of a stuck manufacturing AI pilot — the OT gateway, the data pipeline, perception redesigned for real factory conditions, and what IEC 61508 SIL and ISO 10218 demand where the application calls for it. Our Product Leadership Program model means the internal team can operate and retrain the system after we leave. The IIoT Modbus bridge and ROS 2 orchestration architecture built in Auralink — the owned, pre-production reference implementation — are directly transferable foundations for shop-floor Physical AI.

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Transferable Capabilities

Auralink IIoT Modbus bridge and ROS 2 multi-agent orchestration — an OT/IT integration reference architecture from the owned, pre-production build, applicable to factory-floor Physical AI (arXiv preprint 2603.08736)

Computer-vision defect detection pipeline redesigned for real factory conditions — variable lighting, line speed, and surface variation — validated against IEC 61508 SIL requirements

Edge AI deployment on constrained factory hardware: sub-100ms inference, no cloud dependency, MLOps with versioning and drift detection

Capabilities for this industry

The Full-Stack Physical AI layers most relevant to this sector.

Embedded & Edge SystemsReal-time control and AI at the edge — from silicon and RTOS to on-device inference.Robotics, VLMs & VLAsPerception-to-action systems on real robots, with a deterministic safety boundary.Industrial RAG & KnowledgeAnswers grounded in your manuals, specs and standards — traceable to source.Physical-AI Safety & SecurityThe independent boundary that constrains, monitors and fails safe.

Your Industry Has Specific Physical AI Challenges. Let's Address Them.

A 30-minute call is enough to diagnose whether your AI initiative is stuck for industry-specific reasons — and what to do about it.

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