Predictive Maintenance
How it works:
AI models on edge devices analyze sensor data (vibration, temperature, etc.) from machines to detect early signs of wear or failure.Benefits:
Reduces unplanned downtime, extends equipment life
Visual Inspection
How it works:
Cameras combined with AI at the edge inspect products for defects in real time.Benefits:
Increases product quality, reduces scrap rates
Robotics/Cobots
How it works:
Edge AI powers real-time decision-making in robots, allowing them to adapt to changing environments and interact safely with humans.Benefits:
Increases efficiency, enhances flexibility, improves safety
Inventory Monitoring
How it works:
AI-enabled sensors and cameras track materials and parts, providing instant feedback on inventory levels.Benefits:
Minimizes shortages or overstocking
Anomaly Detection
How it works:
Edge AI models continuously monitor sensor data (e.g., pressure, current, temperature, acoustic signals) to detect patterns that deviate from normal operating conditions.Benefits:
Identifies faults, deviations in real-time, for immediate response
Measurement Analysis
How it works:
Edge AI processes data from vision systems, laser scanners, or coordinate measuring machines (CMMs) to assess part dimensions and tolerances during production.Benefits:
100% in-line inspection and auto correction without slowing production.
Production
Product Inspection
Equipment Health
Assembly
Assembly Procedure
Equipment Operation Procedure
Safety & Training Procedure
Product Assembly Verification
Packaging
Optical Character Recognition
Package Condition
Product and Package Labeling
Maintenance
Anomaly Detection
Predictive Maintenance
Industrial Manufacturing
Precision manufacturing solutions
SiMa.ai Solution Detail
Products
- Hardware: MLSoC and MLSoC Modalix
- Software: Palette and Palette Edgematic
Services
- Enable customer pipeline on SiMa.ai chip
- Integrate across multiple product lines and factories
- MLOPs
Solution Overview
- Multimodal compute
- Industry leading frames-per-second performance
- Compute at the edge, enabling low latency, critical accuracy
Challenges
- Latency
- Throughput
- Varying video processing streams
Solution
- MLSoC – Multimodal compute at the edge
- Palette SDK & Edgematic – Deploy any model
Solution
- 10X improvement over incumbent solution
- Early defect detection
- Ease of integration in production
“AI has high strategic relevance for TRUMPF. Our expertise in laser processes and manufacturing helps us to develop smart software for production purposes. SiMa.ai is the ideal partner for this next big step towards intelligent industrial solutions”
Richard Bannmüller
CTO, TRUMPF Laser Technology