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.
Notes on AI, automation and software development for businesses, drawn from client projects and the products we run ourselves.
Deep Dives10 min read
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.
Automation10 min read
Zapier bills per action, Make per module, n8n per whole workflow run. That single difference can multiply your automation bill. We ran the numbers on all three.
Industry Guides10 min read
AI is fast at concept imagery and useless at documentation. Which tools do what, who owns the copyright, and how to present AI visuals without creating expectations you cannot meet.
Industry Guides10 min read
Why CNC quoting eats so many engineering hours, how to build your real machine hour rate, and where AI genuinely helps versus where vendors oversell it.
Industry Guides9 min read
You cannot confirm someone is your patient, even if they said so first. What a compliant review response looks like, what the evidence says, and where AI belongs.
Industry Guides11 min read
Can AI read a balance sheet? What the benchmarks actually show, the exact points where models lose the table, and the three-layer setup that catches silent errors.
Industry Guides8 min read
Where AI product images genuinely help, where they drive returns, what marketplaces allow, and why the conversion numbers circulating about all this deserve scepticism.
Industry Guides11 min read
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
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.
Industry Guides8 min read
A privacy-first guide to AI in therapy practices: reminder systems that cut no-shows, AI note tools compared on data handling, and consent done right.