AI Technology · Custom Engineering · AI-First Delivery

Customization,
Re-imagined with AI Custom delivery accelerated end-to-end by advanced AI Technology.

LiQung integrates Large Language Models (LLM), Multi-Agent AI (MAS), and Computer Vision (CV) — the latest generation of AI technology —
delivering measurement scripts / SOPs / reports / dashboards / models / SaaS platforms 5–10× faster,
so you can spend more time on what really matters — production-line decisions.

/ Service Modules

Seven Custom Service Modules

/ S01

Measurement Script Automation

Integration of Keithley / Yokogawa / Newport / Ocean Optics / Thorlabs instruments with custom Python / LabVIEW / .NET scripts. Supports synchronous data acquisition and computer control across GPIB / RS-232 / USB / Ethernet interfaces.

  • Python
  • LabVIEW
  • SCPI
  • GPIB/USB/Ethernet
  • Multi-instrument
/ S02

SOP, Reporting & Dashboard

Automatic SOP PDF/DOCX generation, one-click measurement reports (PPTX / XLSX), Grafana / Power BI / Web dashboards for real-time process monitoring. AI-Tech produces ISO/IEC 17025-compliant templates 5× faster.

  • PPTX/DOCX
  • Grafana
  • Power BI
  • ISO/IEC 17025
  • Auto-Reporting
/ S03

AI Model Training & Fine-tuning

End-to-end service: dataset annotation, training, optimisation, deployment. From PoC (30 days) to production (90 days). Edge (Jetson) / on-prem (RTX/A100) / cloud (AWS/Azure) deployment options.

  • PyTorch
  • Label Studio
  • MLflow
  • ONNX / TensorRT
  • Jetson / RTX
/ S04

SaaS Platform Development

Custom cloud SaaS — multi-tenant measurement data platform, production-line monitoring, mobile companion app. Next.js + FastAPI + PostgreSQL + Docker stack, with OAuth2 / SAML SSO and RBAC permissions.

  • Next.js
  • FastAPI
  • PostgreSQL
  • OAuth2/SAML
  • Multi-tenant
/ S05

Production Line Integration API

MES / ERP / SCADA / SECS-GEM / OPC UA standard protocol integration, with REST / GraphQL / gRPC / MQTT. Modbus TCP/RTU, Profinet, EtherCAT and other industrial bus gateway development.

  • SECS-GEM
  • OPC UA
  • Modbus
  • REST/GraphQL
  • MQTT
/ S06

AI Consulting & Training

Manufacturing AI adoption strategy consulting, ROI analysis, AI-Technology workshops. Includes ISO training video auto-generation pipeline (HTML → narration → editing). Trains your engineering team in AI-assisted development.

  • AI Strategy
  • ROI Analysis
  • Workshops
  • ISO Training Video
  • Team Enablement
/ S07 · NEW

Traditional Industry Upgrade Consulting

For traditional manufacturing — screws, nuts, fasteners, CNC machining — we provide AI upgrade assessment and adoption: sub-pixel optical dimensional measurement, AOI surface defect detection, machine vibration / spindle temperature time-series alerting, and AI digital transformation of legacy ERP/MES systems. We commit to first AI production line within 6 months, plus on-site engineer training.

  • Screw/Nut AOI
  • Machining Vision
  • Vibration Alert
  • ERP/MES Modernisation
  • 6-month PoC
/ Engagement Journey

Five-Stage Engagement Journey

1

Discovery

1-week site visit, production-line inventory, pain-point analysis.

2

Proposal

SOW, quote, mock-up delivered within 2 weeks.

3

Proof of Concept

Working demo within 30 days, validating feasibility.

4

Development

Agile sprints, bi-weekly delivery, AI-Tech-accelerated.

5

Deploy & Maintain

24h response SLA, long-term model retraining.

/ Why AI Technology

Why AI-Powered Customization

5–10× Delivery Speed

Latest-generation Large Language Models (1M context), autonomous plan / execute / verify loops — measurement scripts, report templates, and dashboards shrink from weeks to days.

World-class Quality

7+ years of optoelectronic measurement production-line know-how, IEC 60904 / ISO/IEC 17025 conformant. Code review + multi-agent audit dual safety net.

Long-term Partnership

24h SLA for emergencies, quarterly model retraining, annual technology roadmap. Customer data stays fully on-premise — compliance-ready.

/ FAQ · Frequently Asked Questions

Six questions clients ask us most

Answered in plain language.

Q1. How is LiQung different from a traditional measurement instrument vendor?

We are not just an instrument vendor. World-class metrology + AI inspection + AI-powered custom software — all three. Every project is accelerated by LLM, multi-agent, and computer vision development — 5–10× faster delivery than a traditional SI, and conforming to IEC 60904 and ISO/IEC 17025.

Q2. What is the AI inspection accuracy and inference speed?

EL/IR/PL deep-learning defect classification accuracy ≥98%, edge inference time <120 ms per image. Built on PyTorch + TensorRT, deployed on NVIDIA Jetson or RTX, with OPC UA / SECS-GEM / Modbus integration.

Q3. Which industries do you serve?

Ten industries: Smart Display, LED, Semiconductor, Solar Energy, Silicon Photonics, CubeSat, UAV, Optical Module, Microscopy, and Traditional Industry Upgrade (screws, nuts, fasteners, CNC machining).

Q4. Can traditional industries (screws, nuts, machining) also adopt AI?

Yes. Our Traditional Industry Upgrade Consulting (S07) commits to a working AI production line within 6 months — covering process digitalisation, vision inspection, predictive maintenance, and SaaS dashboard. We also help apply for Industrial Development Bureau smart-manufacturing subsidies.

Q5. Delivery and PoC timeline?

Standard PoC completes within 30 days of signing; full SaaS platform or AI model training projects run 8–16 weeks. Production-line emergencies have a 4-hour escalation SLA; regular technical responses within 24 hours.

Q6. What regions do you serve?

Nationwide on-site service across Taiwan (north, central, south, east, offshore islands). Free assessment, engineers engage directly with customers, NDA on all data.

Accelerate your next project with AI Technology

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