Journal
What we are learning, what breaks, and what is actually worth automating. Written for operations leads, not for other AI agencies.
Process
4 min
How long does an AI automation take to build?
Most first agents ship in four to six weeks. The audit takes one week, the build three, testing one.
The honest timeline, broken down week by week, and what makes a project run long.
Adoption
6 min
Will AI automation replace my team?
No, if it is scoped correctly. It removes the repetitive third of a role, not the role itself.
What actually happens to headcount after an automation ships, based on what we see.
Audit
5 min
What makes a workflow worth automating?
High repetition, clear rules, and a measurable time cost. Not simply anything involving a computer.
The three-part test we run during every audit before recommending a build.