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.

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Customer and Partner Stories

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

Easily implement conversational AI that runs locally on device to perform visual scene analysis, product inspection, or provide timely information in the field for complex setup/repair. Leverage Retrieval Augmented Generation (RAG) to quickly extent model’s expertise.

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

Use Cases and Demos

  • Conversational AI
    Brief
  • Gemma on Modalix
    Brief

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.