Insights
What we learn building AI systems.
Why AI projects fail, what real automation looks like, and how small and mid-sized teams actually get it working. Plain words, working systems.

Field note
What Is an AI Automation Agency? And When You Need One
What automation agencies actually do, what they cost, how they differ from a build studio — and seven questions that sort good from templated.

Field note
12 AI Automation Examples From Mid-Market Operations
Twelve automations we actually build — what each replaces, the systems it touches, and an honest read on effort. No moonshots.

Field note
Why 95% of Corporate AI Pilots Fail — and the Build Pattern That Doesn’t
MIT found 95% of GenAI pilots produce zero P&L impact. The five real failure modes — and the six-week pattern the surviving 5% share.
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