Workshop 2 – Priorities and business case

Workshop 2 – Priorities and business case

Time: 25 minutes Where: Excel AI_ROI_calculator.xlsx + this workbook Output: prioritised use cases, a business case for the top 1, a 90-day plan

Step 1 – Fit test (5 min)

In Excel, sheet Use cases, enter 5 use cases from W1 and score six questions 0 = no, 1 = partly, 2 = yes:

#Question
Q1Volume: does it repeat often and take a lot of time?
Q2Text and data: is it work with text, documents, data, searching?
Q3Data: is the data available, current and trustworthy?
Q4Error tolerance: is an error easy to spot and not fatal?
Q5Baseline: can we measure today’s state?
Q6Owner: does the process have an owner who wants change?

Score 9–12 = candidate · 6–8 = rework or wait · 0–5 = not now.

Step 2 – Value × feasibility matrix (5 min)

Add value 1–5 (time, money, quality, revenue, risk) and feasibility 1–5 (data, ready tool, low risk, people’s willingness). Excel assigns the quadrant. Write the use cases here too:

lower feasibilityhigher feasibility
higher valueStrategic bets – plan:Quick wins – start now:
lower valueAvoid – not now:Fill-ins – if capacity allows:

Step 3 – Business case for the top 1 (10 min)

Sheet ROI: fill in the yellow cells. If unsure, look at the sheet Example – tenders.

Copilot in Excel: Explain which inputs in this sheet most affect the net benefit, and suggest a realistic range for time saved on the use case [name]. Flag assumptions that look too optimistic.
The two most common mistakes

Adoption 100 % and realisation factor 100 %. It’s never like that. And: time saved ≠ money saved – write where the freed-up time will go.

My top 1 use case
Annual benefits (€)
Year-1 costs (€)
Net benefit (€) / payback (months)
We will use the freed-up time for…
Weakest assumption

Step 4 – My AI roadmap (5 min)

Fill in My AI roadmap (below and in the workbook).

My AI roadmap

A one-page AI strategy draft for my department.

Department / branch
Ambition – what we want to achieve with AI by end of 2027 (one measurable sentence)
Top 3 use cases (from the matrix)1.
2.
3.
Tools – use / configure / delegate / build
Data that needs cleaning up
Risks and controls (ladder, data, GDPR, AI Act)
KPI and baseline – what we measure before starting
Champion in the team

The next 90 days

WhenStepWhoDone when…
within 30 days
within 60 days
within 90 days