T4 AI Use Case Factory
Where does AI pay off for your business?
Find out where AI reduces costs, which solution fits and what is still missing for implementation — across functions, with deep finance expertise.
Inside the product
How the Use Case Factory works.
Original views with sample data (German interface).

Confirm the problem and baseline.
The Factory structures the case and calculates the manual effort.
From situation to decision
One clear path. Five steps.
- 01
Situation
Describe the process, bottleneck and desired impact.
- 02
Assessment
Confirm problem understanding, volume and baseline effort.
- 03
Evidence
Classify sources and identify missing evidence.
- 04
Scenarios
Compare three solution paths by value, feasibility and control.
- 05
Recommendation
Record the next step, owners and open approvals.
Your first value check
What could pay off for you?
Adjust volume, processing time and costs. The calculation runs locally, without any AI call.
Situation
For example licences, infrastructure, operations and support.
Your economic potential · worked example
Current baseline effort
€366,667
6,667 hours / year
Released capacity value
€128,333
2,333 hours / year at 35 % relief
Net potential after running costs
€98,333
per year · before one-off effort
Simple payback
9.8 months
Simplified static calculation without ramp-up
Capacity value is not an automatically realisable cost reduction. Internal change effort, ramp-up, taxes and financing are not included.
Refine the business caseWhat we review before an investment
Prove the value
Validate case volume, current processing time, errors and exceptions with real process data.
Secure feasibility
Clarify data quality, system access, integration and operational responsibility.
Design control
Define rules, permissions, human review and traceable decisions.
Show calculation method and assumptions
- Baseline effort = cases × minutes ÷ 60 × hourly rate
- Capacity value = baseline effort × time savings
- Annual net potential = capacity value − annual running costs
- Simple payback = one-off effort ÷ net potential × 12 (only if positive)
- All values are indicative.
Where is your next savings potential?
30 minutes. Your processes and costs. One concrete next step.
Discuss savings potential