Engineering Insights

Thoughts, tutorials, and updates on industrial automation, AI copilots, and modern PLC programming.

Insights...

How AI Credits Are Calculated & How to Use Them Efficiently

By Sina Jay

A guide on how to use the language models more cost effectively

3 min readRead article
Insights...

Claude for PLC Programming: Why "Best for Coding" Is the Wrong Bar

By Forge IO

Claude and ChatGPT top coding lists, but PLC programming runs on vendor project files, not repos. Where general LLMs fit your workflow and where they do not.

4 min readRead article
Insights...

Can AI generate PLC code without human programming errors?

By Sina Jay

The question keeps coming up in DMs, on Reddit, and in commissioning calls. Some engineers want a straight yes so they can move faster. Others want a straight no so they can ignore the hype. Both instincts make sense. We work on **PLC Programming AI** tools every day, and the honest answer sits in the middle. AI can shrink whole classes of tedious mistakes, copy-paste drift, thin documentation, the fifth hour of repetitive rung entry. However, it cannot hand you a program that is correct on the machine 100% of the times. When the draft is wrong, it is often wrong with confidence, which is a different problem than a typo you typed yourself. This article is our attempt to answer the question without selling autopilot or pretending OT is the same as vibe-coding a web app.

5 min readRead article
Product...

How to Use PLC Copilot AI with Rockwell Studio 5000

By Sina Jay

A step-by-step guide to using PLC Copilot AI with Rockwell Automation Studio 5000 controllers, including CompactLogix and ControlLogix.

3 min readRead article
Insights...

Which AI Agent is Best for PLC Programming? A Professional Comparison

By Sina Jay

Compare Claude, ChatGPT, and coding agents vs purpose-built PLC tools. Why ladder logic and IDE workflows matter more than generic coding benchmarks.

6 min readRead article
Insights...

AI for PLC Programming: What's Actually Possible in 2026

By Sina Jay

What AI for PLC programming does on real projects in 2026: draft ladder, explain legacy logic, document tags and rungs, and review before download.

3 min readRead article
Product...

How to Automate Productivity Suite Rung Comments & Tagging with AI

By Sina Jay

Most engineers find code documentation boring and laborious. This article shows how to use AI to automate rung comments and tagging for AutomationDirect Productivity Series controllers (P1000, P2000, P3000).

5 min readRead article
Engineering...

How to Troubleshoot Ladder Logic Code 10x Faster (With AI Assistance)

By Sina Jay

When production stops, every minute counts. This article overviews how to use AI to trace logic paths, find failing conditions, and troubleshoot ladder logic 10x faster than traditional methods.

3 min readRead article
Engineering...

The Industrial Prompting Guide: How to Use AI for PLC Logic

By Sina Jay

A practical technical guide for controls engineers. Learn the CAC Framework (Context, Action, Constraint) for generating reliable ladder logic and structured text with AI.

3 min readRead article
Product...

How to Use PLC Copilot AI for Productivity Suite Project

By Sina Jay

AutomationDirect Productivity Suite supports the P1000, P2000, and P3000 PLC series. If you work with Productivity Suite and ladder logic, PLC Copilot can help you understand, debug, and document your programs faster. This guide walks you through using PLC Copilot with your Productivity Suite project from start to finish.

4 min readRead article