Manufacturing & Industrial Intelligence
Visual grounding, package inspection, and real-time safety monitoring on edge hardware. No raw video leaves the facility.
Three vision-language models bring AI inspection to factory floors, warehouses, and industrial sites. A 450M grounding model detects and localizes workers, PPE, equipment, and hazards with precise bounding boxes at camera speed. A 1.6B vision model validates product quality and inspects package condition. All run on edge hardware with no cloud dependency, no data privacy trade-offs, and latency fast enough for conveyor belts and live camera feeds.
3 specialist models
How It Works
Vision-language models on edge hardware,
inspecting at the speed of the production line
PPE Compliance and Hazard Detection at Camera Speed
Industrial facilities need continuous visual monitoring: hard hats, safety vests, goggles, and hazard zones. Manual CCTV review catches a fraction of violations. Cloud Vision AI adds latency and requires raw video to leave the facility. A 450M grounding LFM runs on edge hardware, detecting and localizing workers, PPE, equipment, and hazards with precise bounding boxes in under 30ms per frame. Only coordinates and labels are transmitted, never raw video. At 1,000 cameras running 1fps, the cost is a fraction of cloud Vision API pricing. Designed for Zededa edge orchestration deployments.
Package Quality Inspected Before It Leaves the Dock
Fulfillment centers and manufacturing lines process millions of packages daily. Damaged packages caught after delivery cost $15-25 in returns processing. Human inspectors fatigue after hours on the line. A 1.6B vision-language LFM inspects every package at conveyor speed: torn corners, crushed boxes, label damage, and loose tape detected in under 80ms with ship-or-repackage verdicts. Real-time defect rates and throughput metrics give warehouse managers instant visibility.
Visual Quality Assurance at Production Scale
Manufacturing QA requires validating that every produced item matches its specification. Manual inspection is slow and inconsistent. Cloud vision APIs are too expensive at production volume. A specialist vision-language LFM validates product attributes against specifications in under 80ms per image. Color, material, form factor, and labeling verified against the actual product at 10x lower cost than GPT-4o Vision. New product lines adapt via fine-tuning in hours.
Try each model
All Demos
Edge Safety Inspector
Real-time visual grounding for industrial safety on edge hardware
At <30ms per frame, LFM2-VL-450M enables real-time visual grounding on edge hardware with no cloud dependency
Fulfillment QC
Real-time package quality inspection for fulfillment centers using vision AI
At <80ms per package, LFM2.5-VL inspects faster than conveyor belt speed with camera-based QC
Catalog Tag Validator
Validate supplier product tags against images using vision-language intelligence
GPT-4o Vision costs $0.003/image. LFM2.5-VL self-hosted costs $0.0003/image — 10x cheaper at catalog scale
Ready to deploy in your environment?