MANUFACTURING (PRECISION MACHINING, ENGINE COMPONENTS) CASE STUDY
Cut defects by 60% for a precision engine parts manufacturer
Delivered an AI vision inspection system for dual-bore components, tightly integrated with MES + SCADA for automated quality control.
99.5% accuracy
60% fewer defects
20% higher throughput
Manufacturing (precision machining, engine components) Case Study
THE CHALLENGE
What was holding them back
Operational pain
Manual dual-bore inspections were slow and inconsistent.
Business risk
Higher defect escape risk threatened quality standards and rework costs.
Why tools failed
Sampling and manual checks could not scale with dual-bore complexity.
CLIENT SNAPSHOT
About the client
Industry
Manufacturing (precision machining, engine components)
Geography
India
Service
AI & Automation
Existing Tools
MES + SCADA + manual QC checks (sampling + operator-led inspections)
THE SOLUTION
Our Manufacturing (precision machining, engine components) Solution
AI Vision Inspection for Dual-Bore Parts
- Automated defect detection with consistent pass/fail decisions.
- Image-based evidence captured per part for verification.
MES-Triggered Quality Workflow Automation
- Vision events automatically create/route MES work orders (hold, rework, accept).
- Inspection results linked to work orders for faster disposition.
SCADA + Line Handshake Integration
- Real-time station signals synced with inspection outcomes.
- Status visibility to reduce delays and prevent bottlenecks.
Quality Traceability by Design
- Part-level history: decision, timestamp, station, and proof images.
- Standardized defect tagging to reduce operator subjectivity.
Production-Friendly Deployment
- Inline automation built to match takt time requirements.
- Monitoring and tuning loop to sustain accuracy over shifts.
THE IMPACT
Measurable Results
100%
Coverage
Every unit inspected, no sampling gaps
99.5%
Accuracy
Reliable defect detection at line speed
60%
Reduction
Fewer defects escaping to next stage
400+
Hours Saved
Manual inspection effort eliminated
20%
Increase
Higher throughput with fewer slowdowns
6-
Week Time-to-Value
Typical pilot-to-production benchmark
TECH STACK
Technologies Used
AI Vision
MES
SCADA
IIoT
