MLOps & Model Governance
Getting a model to work in a notebook is the easy part. Making it reliable in production, keeping it accurate over time, and satisfying audit requirements for how it makes decisions is where most ML programs struggle. We build the operational infrastructure that makes ML sustainable at scale.
10x
Faster Model Deployment
99.5%
Model Serving Uptime
40%
Reduction in Model Drift Incidents
MLOps & Model Governance Services
Practical, production-ready work — not proofs of concept that never make it to real users.
ML Pipeline Automation
Automated training, evaluation, and deployment pipelines triggered by data changes or scheduled retraining cycles.
Model Registry & Versioning
Centralized model registry with version control, lineage tracking, and promotion workflows from staging to production.
Model Monitoring
Data drift detection, prediction distribution monitoring, and performance degradation alerting for production models.
Model Governance
Documentation standards, bias testing, explainability tooling, and audit trails to satisfy regulatory and internal review requirements.
Common Engagements
ML Platform Build
End-to-end MLOps platform for an organization that needs to manage dozens of models across multiple teams.
Model Monitoring Setup
Drift detection and alerting for existing production models that have no current observability.
Regulatory Compliance
Model documentation and governance framework for a financial institution subject to model risk management requirements.
Retraining Automation
Automated pipeline that retrains a fraud detection or recommendation model weekly on new data with quality gates.
What You Can Count On
- Models deployed in hours rather than weeks through automated pipelines
- Drift alerts catch degradation before it impacts business outcomes
- Full lineage from training data to production prediction for auditability
- Rollback capability for every model version without downtime
- Governance documentation that satisfies GDPR, FCRA, and internal review boards
Technologies We Use
Ready to Get Started?
Tell us about your project and we'll put together a practical path forward.
Talk to Our Team