Insights
What we're thinking about.
Field notes from real engagements. Not AI hype aggregation — specific observations from build decisions on operations-heavy systems.
- Engagement design
What to do in the first 30 days of an AI engagement
The first month is rarely about building. It's about listening to the right things in the right order — and resisting the pressure to show output before you understand the system.
Read - Systems thinking
Why most pilots never become production
A pilot succeeds when it impresses someone. A production system succeeds when it runs without anyone noticing. Confusing the two is how projects stall at demo day.
Read - Operations
The five system types every operations-heavy business needs
After mapping enough operational workflows, patterns emerge. Five categories of AI system appear again and again across industries — and knowing which one you're building changes every decision downstream.
Read
Get started
The first call is free. The first conversation matters.
You'll talk to Sam directly. We'll map the highest-leverage workflow in your business — no preamble, no slide deck.
Path A
Book a 30-minute discovery call
Pick a time that works. We'll use the 30 minutes to map the highest-leverage workflow in your business.
Path B
Send a message
Prefer async? Describe what you're working on and we'll respond within one business day.