AI × Industrial Operations

Manufacturing's next decade
runs on intelligence.

Practical AI integration for industrial operations. Built by an engineer, for engineers.

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A decade on the plant floor.
Now bridging it with AI.

The Shift

Industrial AI isn't coming. It's already here.

The factories adopting AI today aren't doing it through PowerPoint pilots. They're doing it through small, tactical wins on the line — predictive maintenance, downtime forensics, OEE clarity, energy optimisation.

The question isn't whether AI will transform operations. It's whether your plant will be on the right side of that curve.

LIVE · LINE 3 · SHIFT B 14:23:07 MYT OEE 87.4% ▲ +2.1% vs avg MTBF 142h predicted next: 158h ANOMALIES (24H) 3 2 critical · 1 advisory AI MODEL · INFERENCE 96.2% SENSOR · SPINDLE-04 · VIBRATION (mm/s) MEASURED AI FORECAST FAILURE THRESHOLD 8 6 4 2 CRITICAL · 7.5 mm/s NOW PREDICTED FAILURE in 36h · schedule PM AI MODEL · LSTM · 4 LAYERS INPUT FAULT_PROB RUL_HOURS OPC-UA · TAG STREAM 14:23:07.412 MOTOR_3.RPM 1,742 14:23:07.418 SPINDLE_4.VIB 5.82 mm/s 14:23:07.421 TANK_A.TEMP 68.3 °C 14:23:07.430 PUMP_2.PRESS 3.94 bar ⚠ 14:23:07.441 CONV_B.SPEED 0.82 m/s 14:23:07.452 OVEN_1.SETPT 182 °C STREAMING
The Translator

Built by an engineer.
For engineers.

A decade on the industrial floor. I've stood in control rooms at 2 a.m. when the line went down. I've sat across from plant managers carrying P&L responsibility.

Now I'm building the AI layer that speaks the engineer's language — and turns floor data into decisions that move the business.

PLC SCADA MES OEE MTBF DOWNTIME PREDICTIVE ALARMS REAL-TIME MODBUS OT/IT EDGE CMMS HMI PI HISTORIAN
Same language. Same fights. Same wins. Engineer × Engineer
TGE Innovations

The company behind the work.

Mission

Turn manufacturing data into actionable efficiency.

Vision

With our existence, national productivity rises.

New · ACA 2023–2027

The ACA Playbook

Malaysia's Automation Capital Allowance gives qualifying manufacturers 200% on every Ringgit spent on automation — up to RM10 million per year, until December 2027. Most factory owners leave it untouched. Here is the playbook.

✓ The 6-milestone journey from spend to claim — MIDA, SIRIM, tax filing
✓ What typically qualifies — and what doesn't — with concrete examples
✓ Three traps that kill most claims before they're filed
✓ Where TGE fits in your ACA roadmap — and where it doesn't
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The Engineer's AI Playbook

A starter guide for engineers leveling up their AI skill — without leaving the shop floor behind. Built by engineers, for engineers.

✓ The engineer's AI stack — what you already have, what to add
✓ A 30-day skill sprint with one hour a day
✓ The tools, mental models, and first builds worth your time

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The PA Playbook

Build your own AI Personal Assistant. The stack, the workflows you can deploy this week, and the traps that kill 80% of builds before they ship.

✓ The PA development stack — what to use, what to skip
✓ Workflow templates you can deploy this week
✓ The traps that kill 80% of AI assistant builds before they ship
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The Community

Built by engineers,
for engineers.

A free community for engineers leveling up their AI skill. Real builds. Real questions. Real industrial insight, shared by people who actually ship. No hype. No vendors. No gurus.

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About

Dean Lai

Founder of TGE Innovations. Building the AI-powered intelligence layer for industrial operations.

A decade across heavy industry, semiconductor, and FMCG manufacturing. Now writing, building, and bringing engineers into the AI conversation.

Instagram → YouTube →
DEAN LAI
FOUNDER · TGE INNOVATIONS
Dean Lai — Founder, TGE Innovations
Dean Lai
Founder · TGE Innovations
10+
Years in industrial automation
3
Sectors: heavy industry, semiconductor, FMCG
1
Mission — bring AI to the engineers who build industry