Frame the business question.
Name the friction or decision, who owns it and what a useful change would look like.
The NAVE approach
Start with a business question. Work through the context, the alternatives and the value. Keep the decision with the owner.
Name the friction or decision, who owns it and what a useful change would look like.
Bring together authorised information. Identify gaps, conflicting evidence and the limits of what is known.
Question assumptions, consider alternatives and test downside. AI supports the challenge; the owner decides.
Compare potential value with implementation cost, ongoing effort, feasibility and confidence.
Set responsibilities, permissions, review, fallback and a stop condition. Scope delivery separately.
Review what happened against the baseline. Continue, adapt, seek specialist advice, defer or stop.
The Decision Challenger
What are we assuming? What is missing? What would change our mind?
The Decision Challenger is a method for testing context, alternatives and downside. It helps an owner question AI outputs and their own assumptions. It does not make the decision or identify every risk.
Working document / 01
From friction to action.
Where could better information improve proposal follow-up?
One shared Value Case
A baseline. A cost. A measure.
A reason to continue—or stop.
Released time is not automatically a cash saving. Additional revenue is not the same as profit. Useful advice makes those distinctions and gives uncertainty a place in the decision.
Evidence deepens with the engagement, from a rough Orientation hypothesis to measured results after implementation.
Illustrative example — not a client result.
Establish task frequency, effort and evidence before estimating a return. Compare possible value with implementation and review costs. Name the human reviewer, information boundaries, fallback and review date.
Owner choice
A portable roadmap gives you options.
Implement with your own team, NAVE or another provider. Sometimes the most useful action is a manual process improvement. Sometimes a specialist is needed. Sometimes the evidence says wait.
NAVE supports suitable low-complexity work within competence. Engineering partners remain accountable for their products and delivery. Relevant commercial relationships require transparent disclosure.