Quality Assurance

Inspection & Testing

AI-driven vision systems and functional testing for quality assurance

Overview

Inspection is only valuable when it is measurable, repeatable, and traceable. Motionwell delivers vision inspection and functional testing solutions that connect inspection decisions to clear data outputs, controlled rejects, and audit-friendly records (project-dependent).

Core Inspection and Testing Capabilities

Capability areaTypical scopeOutput and traceability focus
Vision inspectionDefect detection, OCR/OCV, alignment checksImages/metrics linked to part IDs and pass/fail decisions
Functional testingLeak/pressure, torque, force-displacement, electrical continuityLogged parameters and thresholds with timestamps
Reject handlingControlled reject mechanisms and reportingPrevents silent escapes and supports root cause analysis
AnalyticsTrend analysis and KPI dashboards (project-dependent)Highlights drift and helps prevent recurring defects

Project References (Examples)

Project referenceInspection focusDelivered implementation (high-level)
P22068 (Vision Inspection System)Visual inspection workstationCamera + lighting + rotation platform + pass/fail integration
Project 0023 (Pharmacy Automation)Code verification and reject handlingOCR/OCV verification with HMI reporting and controlled reject logic
Project P23078 (QA Lab Automation)Functional testing integrationMulti-station test orchestration with traceable result handling

Engineering Notes (How We Reduce False Rejects)

TopicPractical approach
Lighting and opticsDefine lighting geometry first, then tune algorithms to stable images
Sampling vs 100% inspectionSet rules based on risk and cost of escapes vs false rejects
Verification thresholdsUse measured distributions, not “guessed” thresholds
Data retentionStore what you need for audits and troubleshooting, not everything blindly

Frequently Asked Questions

QuestionAnswer
Do you use rule-based vision or AI?We use the method that fits the defect type and explainability needs. Many stations combine deterministic checks with AI-based classification where variability is high.
How do you handle borderline parts?We define a clear decision policy and validate it with real samples. For critical defects, we design rejection and recheck flows that keep traceability intact.
Can you link inspection results to our batch records?Yes. The key is agreeing on IDs, timestamps, and a stable interface for results and evidence (files, databases, or APIs).

To improve inspection and testing, contact us at /contact/ with your defect list, inspection targets, and data retention requirements.

See inspection in action: Electronics Automation | Medical Automation | QA Lab Automation

Improve Your Quality Control?

Contact us to explore AI-powered inspection and testing solutions.

Contact Us