Proglint — Enterprise AI for Real-World Operations
Industry Vertical // Discrete Manufacturing & Industrial Plants

Discrete Manufacturing & Industrial Plants

4-Unit AI Deployment Matrix (EM, LP, SPDR, EEPD)

Architect customized hybrid hardware and zero-touch AI ecosystems based on the physical reality of the production floor.

The Problem

Key Challenges on the Ground

Manual quality sampling missing sub-millimeter defects
Untraceable paper logs and analog Ultrasonic Testing (UT) graphs
Worker safety violations in heavy machinery bays
Manual logging of machine active vs idle time

How Proglint Solves It

AI Capabilities for Discrete Manufacturing & Industrial Plants

EM Unit

EM Unit (UT Digitization)

Digitize analog UT graph screens and track 360° inspector wheel rotation.

LP Unit

LP Unit (Mobile Traceability)

Mobile-native OCR extraction for alphanumeric serial code tracking.

SPDR Unit

SPDR Unit (Overhead PDI Pipeline)

Zero-touch overhead conveyor inspection of bore size, hole count, color, and valve guard.

EEPD Unit

EEPD Unit (24/7 Safety & Utilization)

6-point PPE compliance audit (Helmet, Goggles, Mask, Gloves, Uniform, Shoes) & machine uptime.

Deployment Matrix

The 4-Unit AI Deployment Matrix

Each unit is scoped to a specific hardware footprint and a specific operational job on the production floor.

EM Unit

Evaluation & Measurement Unit

Hardware: Overhead IP + USB Display Mount Camera

AI Action: Ultrasonic Testing (UT) Graph Digitization & 360° Inspector Wheel Rotation Tracking

Human Involvement: Hybrid: App interaction + physical rotation

  • USB camera mounts directly to analog UT monitor screens to digitize wave graphs.
  • Overhead IP camera tracks 360° physical wheel rotation and inspector compliance.
  • AI reads color-coded status stickers (Green=Accepted, Red=Rejected) for auto-logging.
LP Unit

Logistics & Mobile Traceability Unit

Hardware: Mobile Device Native Camera

AI Action: On-Device High-Speed Alphanumeric OCR Extraction

Human Involvement: Agile Mobile Capture Workflow

  • Extracts alphanumeric wheel codes without heavy fixed camera infrastructure.
  • Generates instant mobile inventory logs on the production floor.
SPDR Unit

PDI Continuous Inspection Pipeline

Hardware: Advidia High-Speed IP Camera (Hanging Chain Line)

AI Action: Object Detection & Attribute Extraction: Identity, Dimensions, Hole Count, Color & Components

Human Involvement: Zero Manual Intervention (100% Automated Pipeline)

  • Identity: Wheel Serial Code via OCR.
  • Aesthetics: Color classification (e.g. Yellow #FFD700).
  • Dimensions: Exact bore diameter measurement in mm.
  • Pattern: Hole count and hole diameter validation.
  • Components: Valve Guard presence/absence detection.
EEPD Unit

24/7 Autonomous Safety & Machine Utilization

Hardware: Multi-Zone Industrial IP Cameras

AI Action: Object Detection-Based 6-Point PPE Verification & Machine Start/Stop Utilization Reporting

Human Involvement: Zero: 24/7 Background Facility Audit

  • Verifies 6 mandatory PPE items: Helmet, Safety Goggles, Face Mask, Hand Gloves, Uniform, Safety Shoes.
  • Classifies machine Start/Stop operational states visually.
  • Generates automated shift-wise machine utilization reports without manual logging.

Operational Workflow

How It Fits Together on the Floor

These capabilities aren't independent features — they cover Discrete Manufacturing & Industrial Plants end to end as one continuous operational thread.

1

Incoming Test & Inspection

The EM Unit digitizes analog UT graph screens and tracks 360° inspector wheel rotation, replacing a paper log with a traceable digital record.

2

Mobile Traceability

The LP Unit captures alphanumeric wheel codes through mobile-native OCR, generating an inventory log without added fixed camera infrastructure.

3

Inline Conveyor

The SPDR Unit runs a zero-touch pipeline on the hanging chain line, checking identity, dimensions, hole count, color, and components in the same automated pass.

4

Facility-Wide Safety & Utilization

The EEPD Unit runs in the background across shifts, verifying 6-point PPE and logging machine start/stop states without a manual audit walk.

ROI Framework

The Business Case

A qualitative framework for evaluating impact — no figures are invented; this is how to think about the case until deployment-specific numbers are measured.

Quality & Compliance Risk Reduction

"What happens on the floor between our scheduled audits?"

Manual inspection fatigue on high-speed lines and periodic SOP audits share the same structural weakness: both only observe a sample of what actually happens, and both are vulnerable to attention lapsing over a long shift. Continuous, criteria-consistent monitoring doesn't replace inspector judgment on ambiguous cases — it removes fatigue as the last line of defense against an obvious miss.

  • Every unit or process instance is checked against the same criteria, every time.
  • SOP compliance is observed continuously rather than sampled at audit intervals.
  • Inspection accuracy stops depending on where in a shift the check happens.

Safety & Liability Exposure

"Do we find out about safety gaps before or after they cause harm?"

Periodic safety walks and manual PPE checks observe a facility at a single point in time; a violation that occurs between walks goes unrecorded unless it results in an incident. Continuous PPE, hazard, and access monitoring turns safety compliance into an ongoing signal rather than a periodic checkpoint, narrowing the window between a violation occurring and someone being aware of it.

  • PPE and access compliance is monitored continuously, not at scheduled walk intervals.
  • Safety gaps become visible before they contribute to an incident, not just after.
  • Liability exposure shifts from being discovered reactively to being tracked proactively.

What Changes

Proven Industry Results

Replaces paper UT logs with a fully traceable digital record
Removes fatigue as the last line of defense on high-speed inspection lines
Produces machine utilization reporting as a byproduct of continuous monitoring
ZERO OBLIGATION ENTERPRISE AUDIT

EXPLORE PROGLINT FOR DISCRETE MANUFACTURING & INDUSTRIAL PLANTS

Schedule a customized demonstration with our enterprise AI engineering team. Discover how Proglint deploys across 2,500+ locations with zero camera teardowns.

Compatible with Existing Cameras 100% GDPR Anonymized Edge or Cloud GPU, Camera Agnostic