Where this wins
Teams with a defined AI build and no one to own it
The use case is chosen. What is missing is a senior engineer who ships it and stays to maintain it.
Companies that tried freelancers and lost continuity
Full-time and embedded means the knowledge stays in the team.
Leadership that needs a reference implementation
One engineer proves the pattern in a live team, and other teams follow it.
- Teams with a defined AI build and no one to own it The use case is chosen. What is missing is a senior engineer who ships it and stays to maintain it.
- Companies that tried freelancers and lost continuity Full-time and embedded means the knowledge stays in the team.
- Leadership that needs a reference implementation One engineer proves the pattern in a live team, and other teams follow it.



