top of page
Anchor 1

From Vision to Execution:
Industrial Inspection and Automation Systems

Combining AI vision, machine vision, controls, robotics, measurement, and traceability to solve complex manufacturing challenges.

LM3 Capabilities

Deep Learning & Vision Inspection

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Defect Detection

  • Scratches, cracks, dents

  • Flash and short shots

  • Voids and missing material

  • Debris and contamination

  • Cosmetic defects

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Classification

  • Good/bad sorting

  • Defect classes

  • Part recognition

  • Assembly states

  • Visual decisions

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Assembly Verification

  • Clips and fasteners

  • Connectors and inserts

  • Labels and seals

  • Wrong-part detection

  • Orientation checks

Measurement, Identification & Data Capture

ChatGPT Image Oct 15, 2025, 11_15_47 AM_edited_edited.png

Measurement

  • Length, width, height

  • Hole spacing

  • Gaps and offsets

  • Angles and slopes

  • Tolerance checks

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

OCR & Code Reading

  • Serial numbers

  • Lot and date codes

  • Barcodes and 2D codes

  • Label validation

  • Part ID matching

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Data Capture

  • Image storage

  • Timestamps

  • Part and job IDs

  • Pass/fail records

  • Model versions

Controls, Robotics & Machine Integration

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

PLC Communication

  • Discrete I/O

  • Ethernet/IP

  • Modbus TCP

  • PROFINET

  • Trigger handshakes

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Runtime Sequencing

  • Job selection

  • Machine states

  • Fault handling

  • Cycle logic

  • HMI feedback

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Robotics Integration

  • Pick and place

  • Part localization

  • Robot-presented inspection

  • Camera-on-robot

  • Motion-timed capture

System Hardware, Validation & Support

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Cameras & Sensors

  • Camera selection

  • Lens selection

  • Lighting control

  • 2D and 3D sensors

  • Thermal/spectral sensing

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Fixtures & Test Hardware

  • Nests and mounts

  • Shrouds and enclosures

  • Poka-yoke tooling

  • Breakout boxes

  • Test connectors

Copy of ChatGPT Image Apr 19, 2026, 07_55_23 PM_edited.jpg

Deployment Support

  • Installation

  • Commissioning

  • Validation

  • Training

  • Troubleshooting

IMG_6202 2.jpeg

Our Approach

LM3’s inspection strategy follows a tiered, cost-conscious process that prioritizes efficiency without compromising performance. We begin with AI-based inspection using QC Hero, the fastest and most cost-effective approach for most applications. If additional accuracy or functionality is needed, we scale into rule-based vision tools, precision optics, or 3D imaging, only when justified. This stepwise methodology ensures clients receive solutions that are technically sound, financially optimized, and fully aligned with production goals—delivering the right technology at the right price.

2D Vision and AI

Traditional Vision

3D and Advanced Optics

Hybrid Intelligent Systems

Our systems are built to scale, whether deployed as a single inspection point or a multi-station network with edge-to-cloud connectivity. LM3’s deployment approach includes PLC integration, robot guidance, MES communication, and traceable data infrastructure, delivering systems that not only inspect but enhance production. With on-site validation, remote support infrastructure, and an adaptive approach to hardware and software, the AI Vision Deployment Hub empowers manufacturers to unlock value at every stage of automation.

PAQi_edited_edited.png

PAQi

Modular Industrial Controller & Edge PC

PAQi is our industrial AI vision platform built for real-time inspection, process control, and traceability on the factory floor.

PC Monitor.H03.2k.png
Screen Shot 2023-07-12 at 5.10.10 PM.png

On-Prem
Models

Screen Shot 2023-07-12 at 1.49.16 PM.png

CNNs

ev-battery-pack-1-1024x576_edited (3).png

Pre
Trained

Screenshot 2024-04-30 at 11.20.33 PM.png

Data
Storage

QC Hero

AI Vision Model Training Pipeline

QC Hero is our proprietary AI engine built to power next-generation vision inspection with speed, flexibility, and intelligence. 

iStock-904154096_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
Screenshot 2025-02-21 at 5.23_edited.png
iStock-904154096_edited_edited.png
Screenshot 2025-02-21 at 5.23_edited.png
Screenshot 2025-02-21 at 5.23_edited.png
iStock-904154096_edited_edited.png
Screenshot 2025-02-21 at 5.23_edited.png
iStock-1160622081_edited.png
iStock-1201255265_edited.png
Screenshot 2025-02-21 at 4.49_edited.png
iStock-1387234406_edited.png
flat.png
flat.png
iStock-1201134831_edited.png
iStock-904154096_edited_edited.png
iStock-904154096_edited_edited.png
horizontal.png
IMG_6198.JPG

Layered Assembly Systems

Layered Assembly Verification
LM3 develops assembly verification systems by placing cameras, lighting, and sensors at key build steps to confirm the correct parts, fasteners, clips, labels, connectors, and subassemblies are present and properly positioned. PAQi captures each stage from a PLC, sensor, barcode, or operator trigger, then returns pass/fail results before the part moves forward.
robot.png
robot.png
IMG_5269.HEIC

Pick and Place
Systems

Vision -Led Robotic Pick & Place
LM3 develops pick and place systems using industry-leading 2D and 3D vision hardware, including SICK PLB series cameras for part localization and robotic guidance. Systems are configured around the part geometry, presentation method, calibration process, robot coordinates, and PLC communication so the robot can locate, pick, place, and verify parts reliably in production.
IMG_0689.jpeg

Automated Measurement

Dimensional Verifications
LM3 develops automated measurement systems using calibrated vision, lighting, 3D sensors, and profilers to verify dimensions, feature positions, edges, holes, and part geometry against production tolerances. Systems are configured around the part, presentation method, required accuracy, and machine-level result handling.
Measure.png
IMG_5872.JPG

Inspection
Cells

Autonomous Inspection Cells
LM3 develops inspection cells around the part, defect, and production workflow, combining controlled lighting, camera placement, PAQi/QC Hero inspection logic, and machine communication to prove out reliable pass/fail decisions for critical components, assemblies, and part families.
Screenshot 2025-10-22 at 9.29_edited.png
station.png
iStock-1201255265-2_edited.png
Screenshot 2025-02-22 at 8.24_edited.png
iStock-1201264785_edited.png
IMG_5923.jpeg

Inspection Workbenches

Operator-Guided Inspection
LM3 develops workbench inspection systems by adding cameras, lighting, fixtures, sensors, barcode readers, and PAQi control logic directly to manual operator stations. The system captures images during the build or inspection step, verifies part presence, fasteners, clips, labels, orientation, or assembly conditions, then gives the operator immediate pass/fail feedback before the part moves downstream.
iStock-1201264785_edited.png
Screenshot 2025-02-21 at 4.49_edited.png
Screenshot 2025-02-21 at 4.49_edited.png
Screenshot 2025-02-21 at 4.47_edited.png
IMG_6184 Large.jpeg

In-Line
Inspection 

Production Line Inspection
LM3 develops in-line inspection systems by placing cameras, lighting, sensors, and PAQi control logic directly into the production flow. Inspections are triggered by PLC signals, sensors, encoders, or part position, allowing PAQi to capture images, check defects, orientation, features, identifiers, or assembly conditions, and return pass/fail results without removing the part from the line.
Screenshot 2025-02-21 at 4.49_edited.png
Screenshot 2025-02-12 at 8.14_edited.png
Resized_20231030_134321.jpeg

End-of-Line
Inspection

End-of-Line Quality Assurance
LM3 develops end-of-line inspection systems by placing cameras, lighting, barcode/OCR readers, 3D sensors, and PAQi control logic at the final production checkpoint. The system verifies assembly completeness, labels, identifiers, surface defects, measurements, and final product condition, then sends pass/fail results to PLCs, MES, reject gates, or operator review stations before packaging or shipment.
iStock-1254385092_edited.png
Screen Shot 2022-07-21 at 3.24.00 PM (1).png

MoldView
Systems

Injection Molding Inspection
PAQi MoldView is built into the molding cycle by placing cameras and lighting at the mold, EOAT, or post-ejection inspection point. PAQi captures images from the press or robot trigger, checks for flash, short shots, misloads, deformation, ejection issues, and visible part defects, then returns OK/NOK results for routing, containment, or process feedback.
Screenshot 2024-05-23 at 12.29_edited.png
large_edited.png

Proudly Servicing

adbc6c_aa8c2ce610d0424c85aae05f807c88e3~mv2_edited (1)_edited.png
logo-small_edited.png
Orchid-Orthopedic-Solutions_edited_edited.png
kisspng-samsung-electronics-logo-advertising-industry-logo-samsung-5b32e6a8b6b7a8_edited_e
Logo_Bayer_edited.png
AGS-Logo_edited (1)_edited.png
2021_logo-for-website_cefoc-color_edited (1)_edited.png
Cooper_Standard_Logo_5_3_23_Logo_edited_edited.png
meta-logo-free-download-meta-logo-free-png_edited.png
Google_2015_logo_edited.png
bottom of page