SiMa.ai in Industrial Systems

From Sensor to Decision,
On the Factory Floor.

SiMa.ai tackles industrial challenges with physical AI — delivering real-time predictive maintenance, quality inspection, and industrial autonomous systems with the best performance per watt.

Customer and Partner Stories

Why Customers Choose SiMa.ai for Industrial Systems

Purpose-built silicon and software for critical industrial applications — from factory floors to autonomous mobile robots.

Predictive Maintenance

AI models on-device analyze sensor data — vibration, temperature, pressure — to detect early signs of wear or failure before they cause downtime.

Real-Time Quality Inspection

Cameras combined with AI inspect products for defects in real time at line speed — increasing product quality and reducing scrap rates.

Robotics and Cobots

Physical AI powers real-time decision-making in robots, enabling adaptation to changing environments and safe human collaboration.

Inventory and Supply Chain AI

AI-enabled sensors and cameras track materials and parts, providing instant feedback on inventory levels to minimize shortages or overstocking.

Best-in-Class Performance per Watt

Industry-leading frames-per-second performance with multimodal compute at the edge — enabling 10x improvement over incumbent solutions.

Applications

Predictive Maintenance

Predictive Maintenance

Predictive Maintenance

We Enable

  • On-device analysis of vibration, temperature, and pressure data
  • Early detection of wear or failure patterns
  • Reduced unplanned downtime and extended equipment life

Why SiMa.ai

Real-time inference at the edge with low latency — no cloud dependency for time-critical fault detection

Quality Inspection and Defect Detection

Quality Inspection and Defect Detection

Quality Inspection and Defect Detection

We Enable

  • Camera-based real-time defect detection at line speed
  • 100% in-line inspection without slowing production
  • Auto correction and scrap rate reduction

Why SiMa.ai

Industry-leading frames-per-second performance with micron-level accuracy — enabling 10x improvement over incumbent solutions

Autonomous Systems

Autonomous Systems

Autonomous Systems

We Enable

  • Real-time decision-making in autonomous and collaborative robots
  • Safe human-robot interaction with on-device perception
  • Adaptation to dynamic and unstructured environments

Why SiMa.ai

Multimodal compute enabling perception, mapping, and navigation with low-power profile for mobile platforms

Condition Monitoring

Condition Monitoring

Condition Monitoring

We Enable

  • Continuous monitoring of pressure, current, temperature, and acoustic signals
  • Real-time detection of deviations from normal operating conditions
  • Immediate response to identified faults

Why SiMa.ai

Always-on edge inference keeps sensitive operational data on-premises — critical for regulated and safety environments

Dimensional Inspection

Dimensional Inspection

Dimensional Inspection

We Enable

  • Vision, laser, and CMM data processing for part dimensions
  • Tolerance assessment during production without slowdowns
  • Full traceability of dimensional quality at every stage

Why SiMa.ai

High-performance compute at the edge enables complete in-line dimensional inspection without expensive cloud infrastructure

Inventory Monitoring

Inventory Monitoring

Inventory Monitoring

We Enable

  • AI-enabled sensors and cameras track materials and parts
  • Instant feedback on inventory level
  • Minimizes shortages or overstocking

Why SiMa.ai

On-device multimodal inference tracks inventory across the floor in real time — no cloud roundtrips for continuous stock visibility

Use Cases and Demos

Real-world industrial AI capabilities powered by on-device inferences.

Conversational AI

How It Works

Cerence's multilingual voice AI (CaLLM Edge and xUI) runs on SiMa.ai's production-ready Modalix MLSoC, while SK AX integrates conversational intelligence into vision and SCADA systems — multimodal reasoning executed fully on-device within a 15W power envelope.

Key Benefits

  • Eliminates operational stoppages caused by complex interfaces and language barriers on the factory floor
  • Unifies manufacturing lines across cross-border locations with intuitive human-machine interaction
  • Meets strict data security requirements — no cloud roundtrips, all inference on-device