Work / From pilot to org-wide AI-native workflow
Advisory + Studio

From pilot to org-wide AI-native workflow.

2qtr
from a single-team pilot to an org-wide AI-native workflow in two quarters — Advisory installed the model, Studio built the system that scaled it.
Numbers placeholder — pending founder review
Client
Fintech
Region
India
Engagement
Advisory + Studio
Duration
2 quarters
Context

A pilot that worked — and couldn't scale itself.

A fintech ran a successful AI-native pilot on one team. The results were real, but the playbook lived in a few people's heads and the tooling was hand-rolled. The pilot proved the model; nothing existed to scale it.

They needed two things in sequence: the operating model installed across the org, and the infrastructure to run it at that size.

What we did

Advisory installed the model. Studio built the system.

First, Advisory turned the pilot's tacit playbook into installed conventions, reviews, and evals across every team. Then Studio built the shared infrastructure — pipelines, guardrails, and a scoreboard — that let the whole org run the model without a champion in every room. Same buyer, two verbs: one taught, one built.

"By the second quarter, AI-native wasn't a team — it was just how the company shipped."

The engagement

Teach first, then build to scale.

// pilot → org-wide, in two quarters
pilot · one team, hand-rolled
advisory install · conventions + evals, org-wide
studio build · shared pipelines + guardrails← runs the model at scale
scoreboard + handover · the org owns it

The sequence matters. Build before the model is installed and you scale a habit nobody has yet; install without building and the model stalls at the size one champion can hold. Advisory then Studio is what got it to org-wide.

Outcomes

What changed.

2qtr
pilot → org-wide AI-native workflow
1
shared system the whole org runs on
100%
of teams on the installed model

“Advisory taught us how to work this way; Studio built the thing that let the whole org work this way. One stop, two verbs.”

// CTO · fintech · named partner credit in production
← All work

Ready to take a pilot org-wide?