Qualify value and hard gates

Turn interest into a decision contract

A useful value case begins with the decision event: what funding, continuation, acceptance, renewal, or reshape decision must be made, by when, and with what economic exposure. Define the eligible workflow and exclusions before calculating value so the numerator and denominator cannot drift after the fact.

Record the current baseline, target, measurement window, metric owner, independent verifier, adoption or operating indicator, decision threshold, and attribution limits. Missing values remain explicit unknowns and route the next field move; they do not become optimistic defaults.

Model the complete cost and counterfactual

Compare against what would happen without the proposed system: existing manual work, a rules change, process redesign, or doing nothing. Include model and infrastructure spend, integration, human review, exceptions, incident response, change management, evaluation, and support. Adoption-adjusted value matters because unused automation creates no operating outcome.

Use four constraint gates: data, process, governance, and accountable capability. Each is satisfied, blocking, unknown, or not applicable with evidence and limitations. A blocking or required unknown gate prevents bounded kickoff, but it does not prevent continued discovery. Never average the gates into a maturity score that hides the weakest constraint.

For the data gate, inspect the exact decision inputs rather than scoring generic data maturity. Record source and label authority, permitted purpose, representative coverage, preparation lineage, freshness, access and retention limits, missing-data behavior, remediation owner, and remediation cost. A large repository can still be unready for the one decision that matters.

Choose scale, reshape, defer, or stop

Predefine the evidence that will trigger the next decision. A strong charter can conclude that the workflow is not yet eligible for value modeling or that a smaller slice is economically defensible. The artifact should make stopping as legitimate and observable as continuing.