Work / Sustained AI adoption a quarter after handover
Advisory

Sustained AI adoption a quarter after handover.

3080%
weekly active adoption a full quarter after we left — the curve held because the team owned the conventions and the scoreboard, not us.
Numbers placeholder — pending founder review
Client
SaaS scale-up
Region
Singapore
Engagement
Advisory · Install
Duration
4 weeks + handover
Context

Adoption that wouldn't stick.

A SaaS scale-up had run two internal AI pushes. Both spiked, then sagged the moment the champions moved on. Roughly 30% of engineers were weekly-active and the number was drifting down. The tools were fine; the habit had no scaffolding.

They wanted adoption that survived a champion leaving — a self-sustaining curve, not another launch.

What we did

Conventions the team owns, on a scoreboard they read.

We installed shared conventions for how AI gets used in everyday work, and a team scoreboard that makes adoption and output quality visible to everyone. Then we handed both to the team's own leads — with the explicit goal that nothing depended on us after week four.

"The scoreboard did the work a champion used to do — it kept everyone honest after the excitement wore off."

The install

Conventions plus a scoreboard, then handover.

// what we left behind
conventions · how AI is used, day to day
scoreboard · adoption + quality, in the open
quarterly self-assessment · catch drift early← re-run each quarter
lead handover · the team owns the model

The scoreboard is the durable part. A visible number that the team owns outlasts any individual champion — which is exactly why the curve kept climbing after we were gone.

Outcomes

What changed.

30→80
weekly active adoption, % of engineers
1qtr
after handover, still climbing
0
dependence on an external champion

“Most consultants leave and the numbers sag. A quarter later ours were still climbing — because the model was ours, not on loan.”

// CTO · SaaS scale-up · named partner credit in production
← All work

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