Before
Freeze the case
Definitions, lineage, model limits, expected outcome and the proposed move stay attached.
In 90 seconds: the evidence available at the time, the proposed move, human approval, implementation and what was reported after the measurement window.
Reported outcomes remain distinct from causal estimates throughout.
Definitions, lineage, model limits, expected outcome and the proposed move stay attached.
The reviewer, note and implementation hand-off become part of the record.
Reported change is compared with expectation. Causal credit requires an identified model or experiment.
We agree a written success criterion before starting. The goal is one completed, accountable customer loop—not dashboard adoption.