Services
What we actually deliver.
No buzzword soup. Solenkn builds machine learning systems and the governance apparatus around them — for two industries where getting it wrong is not an option.
Across every service, five things we always deliver
Model design and development
From problem framing through validated, documented models — interpretable where the use case demands it, rigorously explained where it does not.
Data pipeline architecture
Versioned, monitored, quality-gated pipelines that make every downstream model reproducible and every data lineage question answerable.
Governance frameworks
Model inventories, risk tiering, validation standards, and reporting cadences tailored to your regulatory environment and governance structure.
Deployment support
Staged rollouts, human-in-the-loop workflows, and monitoring infrastructure wired in before the first production prediction.
Ongoing monitoring
Drift detection, scheduled revalidation, and model risk reporting that keeps systems trustworthy long after launch.
Ready to build AI your regulator can live with?
Tell us about the model you need, the rules you operate under, and the deadline you are working against. We will tell you honestly whether we can help.