Layana — Quality & Inspection

Automated Optical Inspection
360° machine vision for stamped, machined and molded parts

A complete engineering guide to AOI — how it works, what it inspects, the anti-error safeguards that prevent false-pass parts, and Layana's 360° AOI specifications: up to 10 cameras, ±1 pixel accuracy, and 1,000 pcs/min for 100% in-line inspection.

Layana automated optical inspection station with multiple CCD cameras and controlled lighting
Automated Optical Inspection at Layana — a multi-camera station performs 100% in-line quality verification for precision components.
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Key Takeaways

  • 360° all-round inspection — Layana's AOI uses 1 to 10 cameras, configured per project for full part coverage.
  • ±1 pixel accuracy at up to 1,000 pcs/min — the precision and throughput required for true 100% in-line inspection.
  • Coaxial lighting since 2015 — replaces ring light to prevent surface-defect false-pass on reflective parts.
  • Mechanical pre-screen for micro-deformation — a GO/NO-GO height detector compensates for the limits of optical recognition.
  • Built-in anti-error safeguards — auto-stop on abnormality, fixed-quantity stops and consecutive-NG shutdown (e.g. 30 in a row) prevent downstream contamination.

What Is an Automated Optical Inspection Machine?

An Automated Optical Inspection (AOI) machine uses the transmission characteristics of a glass plate, with a detection lens beneath it, to verify the appearance and dimensions of metal stamping components or plastic injection parts against a digital specification — automatically, repeatably, and at production speed.

Where manual operators are limited by fatigue, eyesight and judgment, AOI captures high-resolution images from multiple angles, processes them with vision algorithms, and compares each part against a digital reference. The output is a deterministic accept/reject decision — every part, every shift.

Modern AOI is not just optics. It is paired with engineered anti-error safeguards — abnormal-stop alarms, automatic confirmation of test items, fixed-quantity shutdown, and consecutive-NG auto-stop (for example after 30 consecutive defects) — so that a drifting process is caught before it produces a shipment of scrap.

At Layana, AOI is integrated directly into our precision stamping and injection molding production lines and offered as a standalone inspection service for customer components — combining manufacturing know-how with quality engineering under one roof.

Why AOI Beats Manual Inspection

Higher accuracy & stability — no operator fatigue, no judgment drift.

Multi-angle coverage — catches defects invisible to the naked eye.

100% inspection — replaces statistical sampling with full coverage.

Lower labor cost — one operator can supervise multiple stations.

Manual inspection cannot keep up with the precision and throughput today's products demand — AOI is no longer a luxury, it is the only way to meet zero-defect commitments at production scale.

Anti-Error Safeguards Built Into the Machine

A well-designed AOI is not just a camera — it is a system of checks that catches drift early, stops the line in failure modes, and prevents bad parts from leaking downstream. These are the protective behaviors Layana builds into every AOI deployment.

Abnormal Auto-Stop Alarm

The machine detects abnormal patterns in real time and halts the line with a visible/audible alarm, so operators can investigate before defective parts accumulate.

Auto Confirmation of Test Items

Required inspection items are confirmed at startup; the line will not run until every check is active — eliminating a common source of human error.

Fixed-Quantity Auto-Stop

The machine stops at a programmed part count — useful for tape-and-reel handoff, lot-based traceability or end-of-shift control.

Consecutive-NG Shutdown

If the line produces a configurable run of consecutive defects (e.g. 30 NG in a row), it auto-shuts — protecting downstream processes from a runaway upstream fault.

The AOI Inspection Process — Ten Stages

From preparing the inspection program to feeding data back into upstream processes, every AOI run follows the same disciplined sequence. Each stage is what makes the next one reliable.

Step 01
Preparation
Configure the AOI program and parameters for the specific component or product — recipe, tolerances and lighting profile.
Step 02
Loading
Components are loaded onto the conveyor or fixture, automatically aligned and presented to the inspection plate.
Step 03
Image Acquisition
High-resolution cameras capture multi-angle images of each part under controlled, specialized lighting.
Step 04
Image Processing
Vision software enhances contrast, removes noise and prepares the images for reliable defect detection.
Step 05
Defect Detection
Images are compared to references and predefined criteria to identify scratches, misalignment, soldering issues, missing parts and other anomalies.
Step 06
Classification
Detected defects are classified by severity and type, and segmented to give precise location data on each component.
Step 07
Decision Making
Based on the analysis, the system marks each part acceptable, sends it to rework, or rejects it outright.
Step 08
Reporting
Results are logged automatically — defect images plus statistical summaries — for traceability and analysis.
Step 09
Sorting & Unloading
Acceptable parts continue downstream; rejects are diverted for rework or disposal — automatically, with no manual handling.
Step 10
Feedback Loop
Data feeds back into manufacturing — identifying trends, adjusting upstream processes, preventing recurring defects.
AOI interface detecting surface contamination on a precision washer
Figure 1. AOI surface inspection identifies contamination and records the result against programmed acceptance limits.

Classifications of Automated Optical Inspection

AOI is not a single check — it is a family of inspection types tuned to the part and the failure mode. Expand each card for the engineering detail.

01 Appearance Defect Detection Surface
AOI identifies appearance defects — scratches, stains, color variations, printing imperfections — that would otherwise require visual inspection by a fatigued operator. With coaxial lighting and the right lens, even reflective surfaces are imaged cleanly.
02 Dimension Measurement Dimensional
AOI accurately measures dimensions, positions and spacing on every part. Calibrated against the drawing, this enables ±1 pixel verification of features such as inner/outer diameter, hole pitch and overall part envelope.
03 Welding Quality Inspection Welds
For welded products, AOI inspects weld integrity, position and quality, plus typical welding defects — cracks, undercut, porosity at the visible surface — without slowing production.
04 Component Alignment & Polarity Assembly
AOI confirms correct component placement and detects polarity — preventing reversed diodes, mis-oriented terminals and other assembly errors that are otherwise invisible until functional test.
05 Print Quality Inspection Print
On printed circuit boards and labels, AOI examines print position, accuracy and defects — critical when serial numbers, lot codes or compliance markings must be machine-readable downstream.
06 Assembly Quality Inspection Assembly
AOI detects defects introduced during product assembly — misalignment, improper stacking, gaps and offsets — at a stage where rework is still inexpensive.
07 Missing & Mismatch Detection Completeness
AOI confirms that every required component is present and correctly matched — preventing missing-part and wrong-part defects from shipping to customers.
08 Identification & Barcode Inspection Traceability
AOI recognizes product markings and barcodes to ensure accuracy and clarity — essential for traceability, warranty, and downstream automated handling.
09 Solder & Flux Inspection Soldering
AOI inspects soldering for proper solder volume and flux distribution, ensuring reliable solder joints in electronic and electromechanical assemblies.
10 Surface Defect Detection Surface
AOI catches surface-level defects — bubbles, cracks, indentations — on stamped, machined, plated and molded parts where surface quality drives customer acceptance.
AOI interface rejecting a washer with an edge notch
Figure 2. Geometry comparison flags an edge notch as NG while dimensional measurements are recorded automatically.

Examples & Inspected Features

In Layana's day-to-day production, AOI is most frequently called on to verify four feature families on stamped, machined and turned components.

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Surface Defects

Scratches, dents, stains, plating imperfections — anything visible on the part surface that affects function or acceptance.

Cracks

Hairline and stress cracks on stamped, formed or plated parts — caught before they reach the customer's assembly line.

Inner & Outer Diameter

Ø3 mm to Ø25 mm features measured to ±1 pixel accuracy — verified against the part drawing on every cycle.

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Height

Height verification supplemented by a mechanical GO/NO-GO pre-screen — combining optical and tactile checks for reliable results.

AOI interface detecting deformation on a stamped washer
Figure 3. Automated image analysis detects out-of-round deformation that could be missed during high-speed manual sorting.

The Benefits of Using an AOI Machine

Across the production process, AOI delivers measurable improvements in accuracy, throughput, cost and traceability.

100%
In-line inspection
±1 px
Measurement accuracy
1,000
Pieces per minute
360°
Multi-camera coverage
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Higher Accuracy & Stability

AOI delivers consistent, repeatable inspection results unaffected by operator fatigue or shift handover — the standard for any process targeting zero defects.

🔬

Multi-Angle Defect Capture

Multiple cameras and controlled lighting reveal imperfections that the naked eye misses — including reflective-surface defects that fool single-angle vision.

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Reduced Scrap, Higher First-Pass Yield

Real-time feedback lets upstream processes self-correct before producing a batch of defects — protecting yield and reducing rework cost.

⏱️

Faster Inspection, Higher Output

Up to 1,000 pcs/min replaces hours of manual sorting with seconds of automated decisions — shortening lead time without compromising quality.

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Lower Labor Dependence

One operator can supervise multiple AOI stations, cutting labor cost and freeing skilled inspectors for genuine root-cause work.

📊

Data-Driven Quality

Every part is logged. Defect images and statistics feed into MES and continuous-improvement programs — the foundation for Industry 4.0 quality management.

Layana AOI Machine Specifications

Indicative specifications for Layana's AOI platform — every deployment is configured to the customer's part geometry, defect catalogue and throughput target.

Parameter Specification Notes
CoverageInspection envelope 360° all-round Top, bottom and side cameras combined to give full part coverage
CamerasConfigurable 1 to 10 cameras Camera count selected per project to match defect catalogue and cycle time
Detection RangePart size Ø3 mm to Ø25 mm Suited to small precision parts — nuts, screws, fasteners, small molded parts
AccuracyPixel-level ±1 pixel Dimensional verification calibrated against the part drawing
ThroughputInspection speed Up to 1,000 pcs/min Sustained inspection rate compatible with high-volume stamping output
LightingOptical setup Coaxial Switched from ring to coaxial in 2015 to prevent surface-defect false-pass
Lens Aperturef-stop range f/1.4 – f/16 Replaceable lenses to differentiate bright vs. dark surfaces reliably
Pre-ScreenHeight detector Mechanical GO/NO-GO Catches micro-deformation that exceeds CCD pixel resolution
ApplicationsTypical parts Nuts, screws, automotive parts, rubber/plastic Basic appearance and dimension inspection for high-volume components
AOI side profile inspection of washer height and edge deformation
Figure 4. Side-profile inspection checks height and edge condition, complementing top-view dimensional verification.

Why Layana for AOI Inspection

AOI delivers value when it is built on real process knowledge — not just bolted onto the end of a line. Layana's AOI is engineered by the same team that runs our stamping and molding floors, which means we know what defects look like before we tell the software to find them.

The Layana team has continuously improved its inspection methods alongside our AOI deployments — including the 2015 switch from ring to coaxial lighting after discussions with our CCD camera suppliers, and the integration of a mechanical height detector to compensate for the limits of pixel-based recognition.

We offer AOI not just on our own production but also as a standalone component inspection service for customer parts — enhancing your quality management capability without forcing you to invest in your own machine vision team.

Because Layana already produces precision metal stamping and plastic injection components in-house, AOI integrates directly with our custom automation lines — and is supported by the same IATF 16949 quality system that governs the rest of our manufacturing.

What You Get With Layana

One-roof inspection — manufacturing and AOI engineered by the same team.

Process-informed recipes — defect rules tuned to your part, not generic templates.

IATF 16949 quality system — automotive-grade discipline across the floor.

Long-term capacity — scalable AOI lines aligned to your production schedule.

FAQ — AOI Inspection

An AOI machine uses high-resolution cameras and controlled lighting to automatically verify the appearance and dimensions of components — including stamped metal parts and plastic injection parts — against a digital reference. It exploits the transmission characteristics of a glass plate with a detection lens beneath it, and pairs the optics with anti-error safeguards such as abnormal-stop alarms, automatic test-item confirmation, fixed-quantity stops and consecutive-NG auto-shutdown (e.g. 30 consecutive defects).
AOI systems inspect appearance defects (scratches, stains, color and print imperfections), dimensions (sizes, positions and spacing), weld quality, component alignment and polarity, print quality on PCBs, assembly quality, missing or mismatched parts, identification marks and barcodes, solder and flux distribution, and surface defects such as bubbles, cracks and indentations.

Bright/dark surface differentiation is handled by choosing the right lens and lighting strategy. In earlier deployments, the ring-light setup occasionally misclassified defective products as acceptable because of how the source illuminated the surface.

After discussions with CCD camera manufacturers in April 2015, Layana switched to coaxial lighting. The result was a noticeable improvement — products with surface defects that previously read as compliant under ring light were now reliably caught.

Layana assesses parts using CCD camera imagery, but camera pixel accuracy alone can limit determination of micro-deformation. To compensate, we integrated a height detector — conceptually similar to a manual GO/NO-GO inspection — before the conveyor belt that feeds the inspection glass plate.

If the part height is within tolerance, it proceeds to the optical inspection station; if it is out of tolerance, the fixture mechanically blocks it. This design compensates for the limits of optical recognition with a tactile pre-screen.

Layana's AOI system performs 360° all-round inspection with 1–10 cameras configurable per project, a detection range of Ø3 mm to Ø25 mm, ±1 pixel accuracy, and up to 1,000 pcs/min throughput. It is applied to nuts, electronic screws, automotive repair parts and basic appearance/dimension inspection of rubber and plastic components.
Yes. Beyond inspecting our own stamped and molded production, Layana offers AOI as a standalone component inspection service for customer parts — enhancing your quality management capability without requiring you to invest in your own machine vision team. We tune the inspection recipe to your part and defect catalogue, not a generic template.