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Guides on AI and software

Notes on AI, automation and software development for businesses, drawn from client projects and the products we run ourselves.

Deep Dives10 min read

Do You Actually Need a Vector Database?

A vector database moves search from matching words to matching meaning. But most teams do not need a separate one. Here is where the threshold actually sits, and what it costs.

Industry Guides11 min read

AI Quantity Takeoff: Where It Works and Where It Breaks

Contractors shopping for progress billing software usually have a data problem, not a software problem. Where AI quantity takeoff holds up, where it degrades, and how site records should be built.

Industry Guides11 min read

How to Reduce Scrap Rate Using Your Production Data

Cutting scrap starts with records, not software. How to separate unavoidable waste from defect scrap, read three months of data properly, and budget an AI inspection project realistically.