Identify where AI works, where it doesn't — and why.
We don't start from data.
We start from how your system actually works.
This diagnostic is designed to uncover where AI can drive real decisions —
and where it will fail without proper understanding of the domain.
Most AI initiatives start from available data.
But data is only a projection of reality.
Without understanding the system — its states, transitions, and failure modes — models optimize noise instead of decisions.
We reverse the typical AI process:
Start from decisions
Define the outcomes that matter — before touching the data.
Understand the system
Map the domain: states, transitions, failure modes, and constraints.
Extract the right signals
Identify domain-driven features. Not the other way around.
AI Opportunity Map
Top 3 prioritized use cases
ROI estimation
Architecture sketch
Go / No-Go decision support
Duration
3 weeks
Format
Focused engagement with direct interaction with technical and operational stakeholders
Price
Custom pricing
(typical range €15k–€25k)
In some systems, data alone is not sufficient to make reliable decisions.
For example, in wind energy, monitoring systems may detect anomalies without providing physical confirmation.
In these cases, a validation layer becomes critical.
Before building models, understand your system.