Services / AI-first operating model
Turn AI tools into a way of working the whole function keeps.
Usage is high and output is unchanged in most technology teams that have adopted AI tools. The difference is the operating model: how work is sized, who reviews what, where agents sit in the loop, and how cost and quality are measured. We have led this shift and we know where it breaks.
What you get
Pilot squad
A volunteer squad, real stakes, delivery measured before and after.
Guardrails and cost
Review rules, security boundaries, token budgets and the controls a CISO will sign.
Roll-out
The model that lands with a normal mix of people, with executive air cover planned in.
How it works
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Step 1
Design
The target model, the pilot, and the measures that will tell us if it worked.
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Step 2
Prove
Six to twelve weeks of pilot with weekly readouts to the executive.
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Step 3
Scale
Squad by squad, with the agent-to-human ratio reported alongside headcount.
A good fit if
AI-first operating model suits you when
- AI tooling spend with no measurable change in delivery
- A board asking what AI does to the headcount plan
- Engineers who want to work this way and a process that stops them