AI / ML & Computer Vision
CT Garud CT Flow Builder CT OCR / OCV CT Mikha Anomaly Detection BCFHS Vision Measurement Process Check EOL Inspection All vision →
IoT & Smart Factory
Production-Line Tracking EHS / Safety Tracker OEE & Condition Monitoring Digital Dashboards (DMS) NCMS CPAS All IoT →
Safety AI — Enterprise Monitoring Engineering & Machine Building Our Work Case Studies About Contact Get Free Assessment →
Book Free Assessment
Vision Automotive Detection

Black-on-Black Felt & Clip Inspection

Detects presence of black felts, bolts, holes, and clips on black plastic components — including a UV-light variant for zero-contrast parts.

Black-on-Black Felt & Clip Inspection
UV rig
zero contrast

/ The Challenge

Black components on black parts gave no visual contrast; missing felts and clips escaped to assembly.

/ What We Deployed

Engineered lighting (including UV) plus detection models verify every felt, bolt, hole, and clip; rejection fires on any absence.

/ The Results

  • Zero-contrast parts inspected reliably
  • Missing-clip escapes stopped
  • Brand switch-over in software

Built With

More in Automotive

/ Get Started

Have a Similar Problem?

Send us your part and inspection challenge. We'll run a free POC and show measured results — no commitment.

Book Free Assessment → See Case Studies