01 The Audit / Premise to Practice Method

Find the work worth changing.

Before you buy another AI tool.

The Audit helps a functional leader and the people closest to the work choose one useful pilot, define its boundaries, and decide what evidence should govern the next move.

Diagnostic / 01Decision before build
The questionWhat should we build first?
Replace the idea list with a decision
The outputOne prioritized pilot and the proof needed to judge it.
One team or function
Usually completed in two weeks
01The starting problemIdeas are not a plan

Most teams can name ten places AI might help.

They get stuck on which idea deserves time, what the work actually looks like, what information it touches, and how anyone will know the change helped.

The Audit starts with what the work is for. You leave knowing what to test first, why it deserves the effort, and what has to be true before the work expands.

02What we reviewWork before tools

Examine the work from four angles.

The useful opportunity usually appears when the outcome, the real workflow, the inherited constraints, and the proof standard are visible at the same time.

Review / 01

Outcome before artifact

The decision, result, or change the work exists to produce before anyone chooses a deliverable or tool.

Review / 02

Current work and handoffs

Where the work begins, who touches it, what slows it down, and where quality breaks.

Review / 03

Inherited constraints

Which steps exist because of an old system, missing access, or manual limitation that may no longer apply.

Review / 04

Floor, ceiling, and proof

Where AI can remove steps, where the outcome could be reached differently, and what evidence would prove it.

03What you receiveBuilt for the next decision

Enough detail to make the next call.

The output gives a leader something clear enough to approve, question, fund, revise, or stop.

Artifact / 01

Work System Map

A plain view of the recurring work, handoffs, decisions, inputs, and pressure points.

Artifact / 02

Opportunity Scorecard

A ranked set of candidate workflows based on value, risk, readiness, and ability to test.

Artifact / 03

Pilot Brief

One recommended starting point with an outcome, owner, boundary, quality bar, and first test.

Artifact / 04

Guardrail Draft

Initial rules for data, review, escalation, stopping, and recovery.

Artifact / 05

Proof Plan

The examples, measures, and reviewer confidence needed to judge the pilot honestly.

Artifact / 06

Leadership Readout

A direct recommendation on what to build, what to leave alone, and what decision comes next.

04How it worksPremise to Practice
01

Name the outcome

Define the decision, result, or change the work exists to produce.

02

Map the real work

Trace the steps, handoffs, inputs, pain, ownership, and boundaries.

03

Question constraints

Identify steps created by limitations that may no longer deserve a place.

04

Choose the test

Select the strongest starting point and define the proof needed to judge it.

05Fit checkUseful boundaries

A useful fit

  • You lead a function or team with recurring knowledge work
  • You have more AI ideas than operating clarity
  • You need a credible pilot instead of another general training session
  • You can bring safe examples and people who understand the work

A poor fit

  • You need production software delivered by an engineering team
  • You want a vendor shortlist without examining the work first
  • The only available examples contain unapproved sensitive data
  • Leadership has already decided the answer and only wants the audit to validate it
06What happens nextNo automatic upsell

The Audit ends with a decision.

You may be ready to build, need leadership support around the pilot, or decide the idea should stop. The point is to know which one is true.

Build the pilot

Build Days

Build, test, and use one bounded work system with direct support.

Explore Build Days ↗
Support the decisions

Advisory

Work through ownership, guardrails, reviews, and the next operating move.

View Advisory ↗
The first decision

Which part of the work deserves a real test?

Bring one team, one recurring workflow, and the questions that keep slowing the decision down.

Ask about the Audit
The Audit | Premise & Practice