
High‑Speed Vision Intelligence for Defect Detection
edgeRX™ VISION is a high‑speed vision inspection system designed to detect defects in real time on active production lines at speeds of up to 2,000 parts per minute.
Using industrial IP cameras and advanced vision intelligence, edgeRX™ VISION analyzes product images and video streams at full line speed to identify defects as small as 1 mm × 0.5 mm with exceptional precision. By reducing false positives and unnecessary machine stops, edgeRX™ VISION helps manufacturers maintain throughput, improve quality, and make faster, more confident production decisions.
Works with Existing Industrial Camera Systems
edgeRX™ VISION integrates directly with customer‑installed industrial IP cameras and vision systems already in place on production lines.
Rather than requiring proprietary hardware, edgeRX™ VISION enhances existing inspection setups by extracting greater value from the images and video streams facilities already generate—accelerating deployment and reducing disruption.

Works with Existing Industrial Camera Systems
edgeRX™ VISION Intelligence for Real‑Time Defect Detection
High‑Speed Inspection with Centralized Vision Insight
edgeRX™ VISION integrates directly with customer‑installed industrial IP cameras and vision systems already in place on production lines. Rather than requiring proprietary hardware, edgeRX™ VISION enhances existing inspection setups by extracting greater value from the images and video streams facilities already generate—accelerating deployment and reducing disruption.
edgeRX™ VISION applies advanced computer‑vision models to live image and video data to detect defects that traditional rule‑based inspection systems often miss. The system identifies defects down to sub‑millimeter scale while minimizing false positives that lead to unnecessary stops.
Models adapt to normal process variation, lighting changes, and evolving production conditions to maintain consistent inspection accuracy at speeds of up to 2,000 parts per minute.
Designed for high‑throughput manufacturing, edgeRX™ VISION delivers immediate inspection results without becoming a bottleneck—keeping quality checks aligned with production speed while protecting output.
The edgeRX™ Platform provides a clear, centralized view of inspection results, defect trends, and system performance, enabling teams to quickly review detected defects, identify recurring patterns, and track quality over time. Together, high‑speed inspection and intuitive visualization help manufacturers respond faster, improve consistency, and maintain stringent quality standards without slowing production.



Works with Existing Industrial Camera Systems
edgeRX™ VISION integrates directly with customer‑installed industrial IP cameras and vision systems already in place on production lines. Rather than requiring proprietary hardware, edgeRX™ VISION enhances existing inspection setups by extracting greater value from the images and video streams facilities already generate—accelerating deployment and reducing disruption.
edgeRX™ VISION Intelligence for Real‑Time Defect Detection
edgeRX™ VISION applies advanced computer‑vision models to live image and video data to detect defects that traditional rule‑based inspection systems often miss.
The system identifies defects down to sub‑millimeter scale while minimizing false positives that lead to unnecessary stops. Models adapt to normal process variation, lighting changes, and evolving production conditions to maintain consistent inspection accuracy at speeds of up to 2,000 parts per minute.
High‑Speed Inspection with Centralized Vision Insight
Designed for high‑throughput manufacturing, edgeRX™ VISION delivers immediate inspection results without becoming a bottleneck—keeping quality checks aligned with production speed while protecting output.
The edgeRX™ Platform provides a clear, centralized view of inspection results, defect trends, and system performance, enabling teams to quickly review detected defects, identify recurring patterns, and track quality over time.
Together, high‑speed inspection and intuitive visualization help manufacturers respond faster, improve consistency, and maintain stringent quality standards without slowing production.



edgeRX™ VISION Intelligence for Real‑Time Defect Detection
edgeRX™ VISION applies advanced computer‑vision models to live image and video data to detect defects that traditional rule‑based inspection systems often miss.
The system identifies defects down to sub‑millimeter scale while minimizing false positives that lead to unnecessary stops.
Models adapt to normal process variation, lighting changes, and evolving production conditions to maintain consistent inspection accuracy at speeds of up to 2,000 parts per minute.

High‑Speed Inspection with Centralized Vision Insight
Designed for high‑throughput manufacturing, edgeRX™ VISION delivers immediate inspection results without becoming a bottleneck—keeping quality checks aligned with production speed while protecting output.
The edgeRX™ Platform provides a clear, centralized view of inspection results, defect trends, and system performance, enabling teams to quickly review detected defects, identify recurring patterns, and track quality over time.
Together, high‑speed inspection and intuitive visualization help manufacturers respond faster, improve consistency, and maintain stringent quality standards without slowing production.

Benefits of edgeRX™ VISION
edgeRX™ VISION offers a range of advantages that help manufacturers improve inspection reliability, reduce disruption, and maintain production speed.

Fewer False Positives and Unnecessary Stops
More accurate defect recognition reduces false alarms that trigger avoidable machine stoppages.

Ultra‑Small Defect Detection at Full Speed
Detect defects as small as 1 mm × 0.5 mm while maintaining production speeds of up to 2,000 parts per minute.

Higher Throughput with Stable Quality
Reliable, real‑time inspection helps manufacturers keep lines running smoothly while maintaining consistent product quality.

Better Use of Existing Vision Investments
edgeRX™ VISION enhances the value of current camera and inspection systems instead of requiring new hardware purchases.

Reduced Product Rework and Scrap
Earlier and more accurate defect detection prevents faulty products from moving downstream, reducing waste and rework.

Confidence in Automated Inspection
Clear visual insights and consistent inspection results enable teams to rely more confidently on automated quality decisions.
Benefits of edgeRX™ VISION
edgeRX™ VISION offers a range of advantages that help manufacturers improve inspection reliability, reduce disruption, and maintain production speed.

Fewer False Positives and Unnecessary Stops
More accurate defect recognition reduces false alarms that trigger avoidable machine stoppages.

Ultra‑Small Defect Detection at Full Speed
Detect defects as small as 1 mm × 0.5 mm while maintaining production speeds of up to 2,000 parts per minute.

Higher Throughput with Stable Quality
Reliable, real‑time inspection helps manufacturers keep lines running smoothly while maintaining consistent product quality.

Better Use of Existing Vision Investments
edgeRX™ VISION enhances the value of current camera and inspection systems instead of requiring new hardware purchases.

Reduced Product Rework and Scrap
Earlier and more accurate defect detection prevents faulty products from moving downstream, reducing waste and rework.

Increased Confidence in Automated Inspection
Clear visual insights and consistent inspection results enable teams to rely more confidently on automated quality decisions.
Benefits of edgeRX™ VISION
edgeRX™ VISION offers a range of advantages that help manufacturers improve inspection reliability, reduce disruption, and maintain production speed.

Fewer False Positives and Unnecessary Stops
More accurate defect recognition reduces false alarms that trigger avoidable machine stoppages.

Ultra‑Small Defect Detection at Full Speed
Detect defects as small as 1 mm × 0.5 mm while maintaining production speeds of up to 2,000 parts per minute.

Higher Throughput with Stable Quality
Reliable, real‑time inspection helps manufacturers keep lines running smoothly while maintaining consistent product quality.

Better Use of Existing Vision Investments
edgeRX™ VISION enhances the value of current camera and inspection systems instead of requiring new hardware purchases.

Reduced Product Rework and Scrap
Earlier and more accurate defect detection prevents faulty products from moving downstream, reducing waste and rework.

Increased Confidence in Automated Inspection
Clear visual insights and consistent inspection results enable teams to rely more confidently on automated quality decisions.


