What Changed
From an Open Question to a Ranked, Defensible Plan

The aim was a decision a leadership team could defend, not a list of possibilities. Here is how the outcome differs from where most teams start.

User Research

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How We Work

How We Got There

1
Started from the decision

The first question is never “where could AI go?” but “what are you about to decide, and what would make it defensible?”

2
Interviewed the people doing the work

The people running a process describe the real one, including the workarounds, which is usually where the opportunity is.

3
Scored feasibility and impact separately

Collapsing them into one number hides the trade-off. High impact with low feasibility is a different conversation from the reverse.

4
Ruled things out in writing

Ideas we recommend against are listed with the reason, so the same suggestion doesn’t return in six months with nothing learned.

5
Checked readiness before recommending

Value alone surfaced work the client had no capacity to start. Readiness became a scoring dimension, not a footnote.

6
Left the plan portable

Priorities, effort and tool recommendations are written so any competent team can pick them up. The build is a separate decision.

Software & Tools

The Tools Behind the Innovation