01
1
Diagnose
Map operational drag, interview stakeholders, and assess AI readiness against an adapted ADKAR framework.
Opportunity map & readiness baseline
The method
Four stages. One accountable system.
Technical architecture and behavioral adoption move together, so delivery creates lasting organizational capability rather than another pilot.
02
2
Architect
Design the operating model and production system: orchestration, model routing, data retrieval, controls, and measures.
Solution architecture & value case
03
3
Build
Deliver iteratively beside client teams, using milestone demonstrations to make progress visible and decisions reversible.
Working capability, not a slide deck
04
4
Transfer
Equip internal teams to own the system through runbooks, capability transfer, and 30/60/90-day reinforcement.
Independent, AI-native teams
ADKAR, adapted for AI.
AI introduces distinct adoption risks: trust in probabilistic outputs, changing decision rights, unfamiliar controls, and rapidly evolving roles.
We assess Awareness, Desire, Knowledge, Ability, and Reinforcement against those realities, then design the system and the change around the same evidence.
Your next high-value system