The problem
AI tools spread by hype, not by habit. Teams adopt the shiny demo, then quietly abandon the tool when the workflow around it doesn't change.
What I did
- Identified the highest-leverage workflows in marketing and program management where AI could compress weeks into days.
- Built the playbooks and training that turned a one-off experiment into standard practice.
- Measured adoption, not just usage — because a tool nobody uses is a PowerPoint slide, not an outcome.
The result
A small team shipping like a bigger one — with the AI fluency embedded in how the team works, not bolted on.
[DRAFT — metrics to be verified and added: e.g. cycle-time reduction, output increase, adoption rate. Rukuma to confirm before publish.]