Starting point
Use Cases / 03
Where AI shows impact in the company.
Instead of polished demos, we show how real processes become controlled AI impact: through a real project, typical applications and a method tested in research and teaching.
Project in focus
Scattered Excel files become a reliable data foundation.
Born from an enterprise mandate with a large German group: a method that connects AI agents with human control — shown publicly for the first time at the 2026 founding event.
Applications
Typical use cases by area.
Example scenarios from processes we see again and again, with typical impact.
Category Reviews
8 hoursunder 1 hour
Analysis, preparation and decision bases are translated from recurring manual work into a guided flow.
Annual reviews
1 month1 day
Teams work with prepared data points, documents and lines of argument instead of scattered files.
Data validation
manual check97.9%
AI is used with validated data, clear sources and human control — no black box.
Illustrative example scenarios — typical impact, not attributed to a single customer.
Scientifically grounded
Tested in research and teaching.
The method didn't emerge in a vacuum but at the University of St. Gallen and with scientific guidance from MIT.
since 2022AI in teaching & consulting at the University of St. Gallen
60MBA students in the business wargaming format
47strategy patterns systematically mapped
MITresearch partner Dr. Abel Sanchez, GenAI Global
How impact happens
From bottleneck to productive solution.
Three steps, thought from the value lever — not from the tool.
01
Step 1
Use-case check
We clarify the goal, data situation and roles involved and find the first process with measurable value.
02
Step 2
Value2Tool Roadmap
A decision-ready plan of which processes go productive first, with a secure starting point.
03
Step 3
Productive, data-sovereign implementation
The solution runs securely in your own system — with your own data, role permissions and approvals.
Next step
Let's find your first use case with measurable value.
In the use-case check we jointly assess impact, data situation and implementation effort.
The platform
OneMachine: your AI, in your system.
Productive AI that runs securely in your organization: with your own data, permissions and approvals. Distilled from real project work into a licensable product.
Explore OneMachine