Use Cases
Worked examples of how Alleina is used against specific regulatory duties — the situation, what the platform does, and the provisions it answers to.
These are illustrative scenarios, not customer references. Alleina AI is an early-stage venture and we do not publish client names or outcome figures we cannot evidence. Ask us what we can demonstrate live.
EU AI Act Readiness for a Payment Provider
The situation
A mid-sized German payment provider running credit-decisioning and fraud-detection models, needing to know which of them are high-risk and what that obliges.
What Alleina does
Classify each system against Annex III, run the conformity assessment, and assemble the technical documentation and evidence trail a BaFin examiner asks for.
Provisions addressed
Annex III
High-risk classification
Art. 11
Technical documentation
Art. 43
Conformity assessment
Fairness Monitoring for a Diagnostic Imaging Model
The situation
A European health-tech company operating a radiology model across patient populations that differ by age, sex and origin.
What Alleina does
Measure performance gaps between demographic groups, track drift in those gaps over time, and evidence the data-governance and accuracy duties.
Provisions addressed
Art. 10
Data governance
Art. 15
Accuracy & robustness
Art. 9
Risk management
Finding Unregistered AI Across an Engineering Estate
The situation
A SaaS company that suspects individual teams have wired in third-party models without review, and cannot produce a defensible inventory.
What Alleina does
Scan repositories and outbound traffic for provider SDKs, hardcoded API keys and inference calls, then bring whatever surfaces into the register under an owner.
Provisions addressed
Art. 26
Deployer obligations
ISO 42001
AI asset inventory
Art. 4
AI literacy
Meeting the DORA and NIS2 Incident Clocks
The situation
A European bank that must notify several regulators within fixed windows once a major ICT or AI incident is confirmed.
What Alleina does
Start the clock at detection, drive the initial / intermediate / final report ladder to its deadlines, and keep the evidence each filing was based on.
Provisions addressed
DORA Art. 19
ICT incident reporting
NIS2 / BSIG
24h · 72h · 1 month
Art. 73
Serious AI incidents
See It Against Your Own AI Systems
Bring us a system you actually run and we will walk it through classification, documentation and monitoring with you.
General information about the instruments named, not legal advice, and not a substitute for your own legal watch. Whether a particular system falls in scope depends on its facts.