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account_tree ADAPT® Toolkit › AI Adoption & Governance

AI Workflow Redesign Lab

Three-session workshop. Session 1 maps the current-state workflow and computes the Workflow Friction Score. Session 2 checks proposed AI interventions against five documented failure modes. Session 3 produces a complete 30-day pilot design — success metric, named owner, cost ceiling, and rollback plan written before the pilot starts.

troubleshootSession 1: Friction map
checklistSession 2: Failure mode check
rocket_launchSession 3: 30-day pilot design
SESSION 1
Current-State Map
Friction score + analysis
SESSION 2
AI Intervention Design
5 failure mode checks
SESSION 3
30-Day Pilot Design
Metric · owner · rollback
WORKFLOW FRICTION SCORE
—%
0%MinimalLowModerateHighCritical → 100%
Waiting for steps…
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Workflow context
Name the workflow you're mapping and what triggers and ends it.
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Workflow steps
Map every step end-to-end. Include wait time between steps — that's where most friction hides.
Scoring friction and analysing intervention opportunities…
The Workflow Friction Score

WFS = 1 − (value-add time ÷ total elapsed time)

A WFS of 80% means 80% of the time this workflow takes is not adding value. Most knowledge work workflows score 70–90% before redesign.

The WFS does not tell you what to fix — it tells you the size of the opportunity. Session 1's analysis names where to focus.

<20% minimal · 20–40% low · 40–60% moderate · 60–80% high · >80% critical

The 5 failure modes

FM1 Automating a broken process

FM2 AI at the symptom, not the cause

FM3 Centaur mismatch — AI takes the judgment, human takes the execution

FM4 Adoption ceiling — governance change must come first

FM5 Measurement void — no leading indicator defined

Each intervention is checked against all five before proceeding to the pilot.

Step types explained

Value-add — Work the customer would pay for if they could see it.

Non-value-add — Waiting, handoffs, approvals, rework. Eliminate first.

Necessary waste — Required for compliance or governance. Can't be eliminated, but can sometimes be compressed.