AI · Machine Vision · Part ID

Identical Part

Recognition System. AI & Machine Vision.

Intelgic's intelligent part recognition system uses high-resolution industrial cameras and AI to distinguish between nearly identical parts — based on holes, dimensions, shapes, and micro features.

SCAN · PART-ID 01
65 MP AI · Hybrid
Part IDP-7842-B
Holes6/6
Conf.99.8%
VerdictMATCH
100%
Recognition Accuracy
20–65MP
Area-Scan Cameras
Micron·Precision
Dimension Measurement
5+
Industries Served
Trusted on the shop floor of
Gentex RxSight clariant 1800Accountant Aptive Save A Lot TCS Transportation Solid Dareesoft Petromin logo CostaRicaABC logo SunEdison logo Linde logo Cummins logo Sammons Industrial Mobile Maintenance Link X
001 · Problem

Visual feature scanning for part recognition.

In the automotive industry and other high-precision manufacturing sectors, production lines and warehouses handle thousands of parts that look nearly identical — yet serve different functions and assemblies. These may include:

Small engine components

Pins and shafts

Gears and spacers

Brackets and stamped parts

Fittings, seals, and washers

A slight variation in hole count, placement, dimension, or geometry can define a completely different part number. Relying on human eyes, barcode tags, or manual checks is prone to errors — leading to mislabeling, misassembly, rework, or warranty failures.

002 · Capabilities

Intelgic's AI-based part recognition.

Intelgic provides a turnkey machine vision and AI-powered solution that visually inspects and recognizes parts based on physical features — not labels or barcodes.

CAP · 01

Measures dimensions and geometry with micron precision

CAP · 02

Counts and locates holes, drills, cutouts, slots, notches

CAP · 03

Analyzes complex shapes and contours

CAP · 04

Matches part against trained reference dataset (CAD/image)

CAP · 05

Integrates with labeling, sorting, or MES systems

Whether in assembly lines, warehouses, or quality stations, the system ensures each part is correctly identified in real time.

003 · Workflow

How the system works.

Four-stage pipeline — capture, extract, match, output.

STEP 01

Image Capture

A high-resolution camera captures the part (top view, side view, or multiple angles depending on geometry).

STEP 02

Feature Extraction

AI detects all relevant physical features:

  • »Outer shape and profile
  • »Hole count and hole positions
  • »Length, width, and thickness
  • »Drills, engravings, slots, cutouts
  • »Thread presence (if visible)
STEP 03

Part Matching via AI

The system compares the visual features against the trained database to find the correct part ID or part number.

STEP 04

Output

Based on identification, the system:

  • »Triggers the correct label
  • »Sends command to sorting/diverter
  • »Updates ERP/MES with part recognition data
004 · Applications

Where it delivers.

Five core deployment scenarios across factories and warehouses.

Assembly Verification

Confirm part identity before final assembly.

Pre-labeling Identification

Identify bare or unlabeled parts before printing a label.

Sorting & Binning

Automate part segregation into bins or containers.

Warehouse Part Matching

Recognize returned, unlabeled, or mixed parts.

Variant Differentiation

Distinguish between lookalike variants with different specs.

005 · Examples

Parts commonly recognized.

Six real-world part families validated in production deployments.

Receptacle pins

Receptacle pins

Gears, spacers, rings

Gears, spacers, rings

Fuel injector components

Fuel injector components

Bushings and sleeves

Bushings and sleeves

Weld nuts

Weld nuts and threaded inserts

Laser-cut brackets

Laser-cut brackets with different drill patterns

006 · Stack

Technology stack.

Imaging hardware · Certainty AI software · integrations.

TECH · 01

Imaging Hardware

  • »20–65 MP area-scan cameras
  • »Optional multi-camera or robotic-camera systems
  • »Telecentric or zoom lenses for accurate measurement
  • »Custom lighting (coaxial, low-angle, dome, bar lights)
TECH · 02

Certainty AI Software

  • »Region-wise feature extraction
  • »AI + Rule-based hybrid classification
  • »Pass/fail logic + part matching confidence scores
  • »Recipe-based variant switching
  • »On-premise or cloud-connected architecture
TECH · 03

Integration

  • »Label printers, conveyors, PLCs
  • »MES / ERP / WMS systems
  • »REST API available for data exchange
  • »Digital Quality Certificate (DQC) generation (optional)
007 · Benefits

Outcomes that matter.

Six measurable benefits — accuracy, error elimination, learning, adaptability, traceability, savings.

BENEFIT · 01

100% Accuracy

Even for lookalike parts with subtle differences.

BENEFIT · 02

Eliminate Errors

No more mislabeling or part mix-ups.

BENEFIT · 03

AI Learning

Improves accuracy over time with continuous training.

BENEFIT · 04

Adaptability

Handles different part types and sizes.

BENEFIT · 05

Full Traceability

Comprehensive inspection reports and images.

BENEFIT · 06

Cost Savings

Reduces rework and production delays.

008 · Industries

Industries served.

Deployed across automotive, aerospace, heavy machinery, electronics, and precision components.

Automotive and Tier 1 suppliers

Aerospace and defense

Heavy machinery

Electronics and connector manufacturers

Precision components suppliers

Ready · 009

Identify every part — accurately.

Intelgic's advanced part recognition system is trusted by leading manufacturers to ensure no wrong part enters the wrong box or assembly line.

Head Quarter

17352 Murphy Ave Suite 101
Irvine, CA 92614
Phone: (949) 317-2420

Branch Office

5ES7-H, 5Th Floor, East Tower, Mani Casadona, Plot no -IIF/04, Action Area -IIF, Newtown, Kolkata-700160

Certificate

intelgic ISO 27001 certification

Social links

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