ZBTOS by ETEGY
Ten questions · 5 minutesTransformation Lens Check →

AI Transformation ROI

Before AI can act on the work, the work needs requirements, decision rights and evidence. Your team learns to define them.

ForCFOs and CSOsCTOs and AI leadsExecutive sponsors
Leaders reviewing what an AI investment has changed in the work
The pilot.
Works technically.
The work.
Must change to use it.
The return.
Proven in the flow, not the model.
EXHIBIT 1 · ONE BUSINESS FLOW, READ BEFORE AND AFTER AN AI INTERVENTION
GET
Demand and origin
SORT
Classification and commitment
DO
Execution and variance
PROVE
Fulfillment and evidence
IMPROVE
Adopted operating corrections
TODAY
Request arrives by phone, email, portal
Triage by an agent; priority set by hand
Resolution by tier-1, escalation to tier-2
Case closed when agent marks it resolved
Monthly review of volumes
WITH AI
Same channels; assistant drafts the record
Assistant proposes category and priority; agent confirms
Assistant drafts tier-1 responses; agent approves
Customer confirms resolution; accepted resolution is recorded
Decision on which drafts to keep, retire or correct
A service request, from intake to accepted resolution. The AI changes how four of the five functions run, and changes what counts as evidence of fulfillment. The value question is asked of the flow: what changed in cost, capacity, quality or risk against the baseline, and what evidence supports it.
Why it is no longer optional
The next AI tranche is up for approval. What has the last one changed?

Finance and strategy now ask each initiative to show the operating change it produced before more capital is released. A pilot that works technically, on a flow that runs as before, has nothing to show.42% of companies abandoned most of their AI initiatives in 2025, up from 17% a year earlier.S&P Global Market Intelligence, 2025

The problem

A pilot can succeed without a return

The model performs. Users like it. Usage grows. The business case still does not materialize, because the return was never going to come from the model. It comes from a defined piece of business work running differently, measured against how it ran before.

What changed in the business, what value did that create, and what evidence supports the claim?
Day one

What your team can do after training.

Foundation teaches the method on the Meridian case, with each area applying it to its own work. Practitioner Intensive applies it to one live transformation.

01Foundation
Pick the flow, not the use case.
Name the business flow an AI investment must change, and where it starts and ends.
02Foundation
Set the baseline.
Read how that flow runs today, on the Meridian case and on a flow from your own area.
03Intensive
Name the operating change and its owner.
On one live AI initiative, function by function: what must run differently, and who decides it.
04Intensive
Separate operating evidence from the financial claim.
State what changed in the flow, and what finance must still establish: baseline, attribution, full cost and validation.
A new way to use the training
Bring one live AI initiative as the cohort’s case.

In the Practitioner Intensive, the cohort works your own AI initiative. Its outputs state the operating change the next funding request rests on.

Outcome: Ask for the next tranche with the operating change stated and the open financial questions named. Learned through the Meridian case in Foundation; applied to one live transformation in the Practitioner Intensive.

The question behind the AI case
Before it is a technology decision, AI is a routing decision: which work should go to which path, at what cost and quality.

GSDPI™ asks that of the business work, not of the model. The return is judged where completion and value are proven.

Questions

Does GSDPI™ calculate the return?

No. GSDPI™ reads how the business work runs and shows where the AI changed it. The financial claim is a separate task: baseline, observed change, attribution, full cost and validation.

Where does ZBTOS teach this?

The Foundation Course teaches a cohort to read a bounded operation on a shared case. The Practitioner Intensive applies it to one of your live initiatives, including the evidence behind its value claim.

Business case
Take the operating case to your CFO before the next tranche.
Build the business case →Take the free System Assessment ›

Not ready for a course? Get the ZBTOS Briefing › New reads on what AI needs from the work before it pays back.

ZBTOS by ETEGY

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