Electronics & Hardware Manufacturing Software
Electronics & Hardware Manufacturing Software
Deliver higher yield, faster test cycles and robust traceability with IIoT, PCB test automation, MES integration and computer vision inspection tailored for electronics and hardware production.
- PCB test automation & ICT/AOI integration
- IIoT telemetry & edge analytics
- MES, traceability & genealogy
- Vision QA and robotic guidance
PCB Test Automation
Automate ICT, boundary scan and functional test flows to shorten test cycles and reduce escapes.
IIoT & Edge Analytics
Collect sensor and machine data at the edge for low-latency analytics and local inference.
Vision Inspection
High-speed AOI and vision-based QC for component placement, solder joints and surface defects.
Traceability & MES
Part genealogy, lot tracking and MES workflows for auditability and compliance.
Electronics & Hardware Manufacturing
Litbylines builds IIoT, PCB test automation, MES integrations and vision-based QA solutions to improve yield, accelerate test throughput and ensure traceability for electronics manufacturers.
Industry Challenges
Electronics manufacturers face tight tolerances, high mix production and strict traceability requirements. Common challenges include:
- High test cycle times and costly rework from escapes
- Fragmented data across test equipment, SMT lines and ERP
- Poor part genealogy & difficulty meeting regulatory traceability
- Inconsistent quality at high throughput and mixed models
- Lack of real-time edge analytics for rapid root-cause
Our Solutions
Litbylines combines IIoT, test automation, computer vision and cloud-native engineering to reduce escapes, speed testing and enable full traceability across production.
AI & Automation
Defect classification, solder-join anomaly detection, and automated failure triage to reduce manual analysis.
Modern Software Development
Integrations for ICT, AOI, AXI, SMT line data and ERP via robust APIs and middleware.
Cloud + DevOps
Edge-to-cloud data pipelines, containerized deployments and monitoring for 24/7 production reliability.
Dashboards & Mobile Apps
Real-time yield dashboards, mobile operator apps and configurable alerts for rapid intervention.
Key Features We Provide
PCB Test Automation
Orchestrate ICT, functional and boundary-scan tests with automated result aggregation.
AOI / AXI Vision Systems
Surface and X-ray inspection with ML-driven defect detection and classification.
IIoT & Edge Analytics
Local inference, anomaly alerts and aggregated telemetry for fast root-cause analysis.
MES & Traceability
Work orders, lot tracking, part genealogy and audit-ready trace records.
Automated Failure Triage
Correlate test failures with line data to automatically classify causes and suggest fixes.
Yield & Quality Dashboards
KPI panels for yield, first-pass yield, DPPM and supplier performance metrics.
Robotics & Pick-and-Place Integration
Coordinate vision feedback with pick-and-place machines and robotic handlers.
Spares & Repair Flow Optimization
Manage repair queues, tracking and spare-parts optimization to reduce TAT.
Tech Stack
Why Choose Litbylines Technologies
- Deep experience integrating test equipment, SMT lines and vision systems with manufacturing software.
- Practical ML models for defect detection and failure prediction tuned for electronics data.
- Traceability-first designs enabling auditability, recalls and supplier accountability.
- Edge-to-cloud architectures engineered for low-latency inference and resilient telemetry.
- End-to-end delivery: test orchestration, MES, analytics and ongoing optimization.
Use Cases
Automated PCB Test & Repair
Orchestrate test flows, collect failure data and route boards to repair with full genealogy.
AOI/AXI Vision for Component & Solder Inspection
High-throughput visual and X-ray inspection with ML-driven false-positive reduction.
Line-Level Edge Analytics
Detect process drift, alarm on deviations and automatically capture process snapshots for RCA.
Supplier Quality & Traceability
Track component lots, supplier metrics and integrate supplier test data into acceptance flows.
Ready to Improve Yield and Reduce Test Time?
Schedule a production strategy call — we’ll review your test flows, identify automation wins, and propose a roadmap to improve yield and traceability.
Book an Electronics Production Call