Step 04 · Deploy
Ship into the tools people already use
BI, CRM, campaign platforms, product surfaces. We build the interface, the alert and the API so the decision arrives at the moment of choice rather than in a monthly deck.
Mini process diagram
Integrate
Shadow
Holdout
Roll out
Measure
Progressive release with a measured control group.
01
Embedded delivery
Decision APIs and UI components inside the operator's existing workflow.
02
Change management
Rollout, training and adoption tracking, not just a release note.
03
Safe release
Shadow mode, then holdout, then full rollout with a measured delta.
Shadow → holdout
Release pattern
Per user
Adoption tracked
Measured vs holdout
Impact
Other delivery steps