Insights

Practical Notes on Automating Operations

What we have learned connecting systems, reading documents, and capturing expert knowledge for industrial companies

80%

of orders are fine, and nobody knows which 80% until a person has read them

LatestOperations

Superseded Part Numbers and Why Someone Still Checks Every Order

Order entry automation and a customer portal can take most of your orders without anyone retyping them, and a person will still check every one before it ships. Here is what parts order validation actually catches, why superseded part numbers get through, and what to automate instead.

11 min read
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20yrs

of process knowledge held in one person's memory

Operations

The Hidden Cost of Tribal Knowledge: Why Your Operation Can't Automate Yet

The expertise locked in your veteran employees' heads is the real reason automation stalls. Here's what tribal knowledge costs you, and how to capture it before AI can help.

11 min read

15-20hrs/wk

per person, chasing documents instead of engineering

Compliance

How Defense Contractors Are Using AI to Bulletproof Their Compliance Audits

Manual document traceability is a hidden liability for defense manufacturers. Here's how Practical AI and legacy system integration eliminate audit risk - without replacing your ERP.

7 min read

90%

less time to build a tower BOM

Document Automation

How We Turned a 3-Hour Manual Nightmare into a 15-Minute Automated Workflow for Telecom Construction

How AI-powered document processing and a purpose-built rules engine cut BOM creation time by 90% for a mid-market telecom construction firm.

9 min read

$111,450

a year for a dealer buying 50-75 cars a month

API Integration

Complete Guide to SmartAuction API Integration for Independent Dealers

What it takes to connect SmartAuction to your dealer management system so auction purchases stop being typed in by hand.

8 min read
Legacy Integration

Connecting 20-Year-Old PLCs to Modern Cloud Dashboards

How to see live production data from equipment that works fine but can't talk to modern systems, without replacing the hardware.

7 min read