July 12, 2026 · 5 min read
What to automate first (it's not what the demos show you)
The right first automation is the one with a measured leak behind it. A framework for picking it — and the four leaks it usually turns out to be.
What to automate first, what it actually costs, and what the vendors won't tell you — written by the engineer who builds these systems, in plain English. No hype, no jargon, and I'll tell you when you don't need me.
July 12, 2026 · 5 min read
The right first automation is the one with a measured leak behind it. A framework for picking it — and the four leaks it usually turns out to be.
July 12, 2026 · 6 min read
Real numbers: what audits, builds, and ongoing engineering run — and what moves the price up or down. No “it depends” hand-waving.
July 12, 2026 · 5 min read
A chatbot answers questions. An agent does work inside your systems. The difference decides whether AI saves your team hours or just writes drafts.
July 12, 2026 · 5 min read
Your systems' APIs are the doors. MCP is how an AI finds them, learns what's behind them, and uses them safely. Here's when you need which.