Insights · Practical AI
Insights
Practical writing on AI for industrial businesses — what works, what is oversold, and how to start small. No hype, no invented numbers.
- 2026.07.15 · 2 min read How Industrial Manufacturers Should Actually Start with AI Skip the platform shopping spree. The first ninety days of a good industrial AI program are about data classification, one measured pilot, and licenses you probably already own. Read article →
- 2026.07.08 · 2 min read Local AI for Manufacturing: Keeping Restricted Data in the Building Export-controlled and customer-controlled data cannot go to public AI services. Local models give those workflows AI capability with zero data leaving your network — here is the honest trade-off. Read article →
- 2026.07.01 · 2 min read AI Field-Service Reporting: A Pilot Guide That Respects Your Technicians Technicians did not sign up to type. An AI reporting pilot that drafts from their notes and photos — and lets them approve every word — is the highest-trust first project we know. Read article →
- 2026.06.24 · 2 min read The Predictive Maintenance Readiness Checklist Nobody Sells You Predictive maintenance is the most promised and least delivered application in industrial AI. Run this readiness check before believing any savings estimate — including ours. Read article →
- 2026.06.17 · 2 min read The AI Knowledge Assistant: Ending the Document Hunt on the Shop Floor Every plant has two people who know where everything is — and a hundred who interrupt them. A knowledge assistant grounded in approved documents fixes that without sending a byte off-site. Read article →
- 2026.06.10 · 2 min read You Already Pay for Copilot. Here Is Why Nobody Uses It Most manufacturers with Microsoft Copilot licenses see single-digit adoption. The problem is never the software — it is the missing governance, training, and permission to use it. Read article →
- 2026.06.03 · 2 min read Computer-Vision Quality Inspection: What It Takes Before the Camera Goes Up Vision inspection catches defects with inhuman consistency — but only after unglamorous work on lighting, fixtures, and a labeled defect library. Here is the readiness path. Read article →
- 2026.05.27 · 1 min read Copilot, ChatGPT, or Claude? Route by Data, Not by Hype The platform question has a boring, reliable answer: classify the data first, then use each tool where it is strongest. One tool for everything is a policy failure, not a simplification. Read article →
- 2026.05.20 · 2 min read What AI Adoption Looks Like for Gulf Coast Industrial Companies Oilfield equipment, export controls, field crews across three states: AI adoption on the Gulf Coast has constraints the generic playbooks ignore. A Texas-based view of what actually fits. Read article →