InspectAI
Low-data hybrid AI visual inspection
Combines rule-based logic and Hybrid AI to validate defect decisions while preserving evidence, dataset lineage and production operating criteria.
Learn moreSEMICONDUCTOR & ELECTRONICS
Connect fine visual and dimensional inspection, clean mobility and Edge AI operations.
FACTORY PAINS
Start from recurring losses and ownership gaps, not technology labels.
Fine defects and frequent multi-product recipe changes
Processing and retention cost of high-resolution images
Disconnected model versions across equipment and inspection tools
Complex clean-environment logistics and equipment interfaces
REFERENCE ARCHITECTURE
The focus is how data and machine action connect, not a list of boxes.
Match optics, 3D sensors and recipes to product and process conditions.
InspectAI combines rule-based and AI decisions.
VisionOps and EdgeBox manage model and device versions.
SurfaceMetrix and QualityOS connect geometry, calibration and lot history.
FleetOS coordinates clean-room mobile systems and equipment missions.
RECOMMENDED SOLUTIONS
Select only the required components and make interfaces and ownership explicit.
Low-data hybrid AI visual inspection
Combines rule-based logic and Hybrid AI to validate defect decisions while preserving evidence, dataset lineage and production operating criteria.
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Edge deployment, model operations and continual learning
Manages device, recipe, model and deployment versions so approved releases, rollback and performance review can be operated consistently.
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Inline 3D surface, shape and dimensional metrology
Measures steps, burrs, beads, warpage and surface geometry at production speed with explicit calibration and measurement-system criteria.
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Validated real-time industrial AI node
Packages compute, I/O, thermal, power and software into an approved configuration matched to a specific factory workload.
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Multi-vendor fleet orchestration and traffic management
Coordinates heterogeneous mobile robots, traffic, charging and plant missions while preserving safety interfaces and operational ownership.
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Recipe, calibration, model, SPC and lot traceability
Organizes inspection and metrology results, recipes, calibration, models and lot history in a common quality data structure.
Learn moreKPI ITEMS
GATE PROCESS
FAQ
No. We design the boundary between edge decisions and central history according to latency, security and storage cost, with separate policies for raw, feature and result data.
Product, equipment, model and optical conditions are packaged into a versioned recipe with approval, deployment and rollback procedures.
SEMICONDUCTOR & ELECTRONICS
We review the baseline, samples, interfaces, safety and quality conditions and propose the PoC gates.