Asterlight | Production AI Deployment & MLOps

Production-Grade AI Deployment with Governed Scale

Stop managing brittle prototypes. We deliver robust MLOps, continuous governance, and hardened security for all GenAI and custom ML models, ensuring reliable performance at enterprise scale.

The Bottleneck: From Model to Managed Production

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Security Gaps

Complex LLM security risks—like prompt injection and data poisoning—are overlooked, leaving systems vulnerable in production environments.

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Brittle MLOps

Models are manually deployed, lack automated monitoring, and cannot scale efficiently, leading to high maintenance costs and downtime.

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Compliance Drift

Governance policies defined in strategy are not enforced at the deployment level, resulting in non-compliant or biased models in the field.

The Asterlight SCALE Framework: Governed Deployment

Architecture & Hardening

We establish the cloud foundation required for sustainable MLOps and implement advanced security protocols specific to GenAI.

Cloud-Native Infrastructure Setup (GCP, AWS, Azure).
GenAI Security Posture: Prompt injection and data leak prevention.
Environment and Access Control setup.

MLOps & Automation Integration

We build end-to-end, automated deployment pipelines (CI/CD) that ensure models move from training to production reliably and efficiently.

CI/CD Pipeline creation (Terraform, Kubeflow, etc.).
Automated Model Registry and Versioning.
Blue/Green Deployment strategies for zero-downtime releases.

Monitoring & Governance Handover

Deployment isn't over when the model is live. We implement monitoring tools and compliance checks to maintain performance and regulatory adherence.

Model Drift and Data Drift Monitoring.
Bias and Fairness Auditing in Production.
Alerting and rollback systems for operational stability.

The Asterlight Difference: Built for Ownership

Integrated Training Mandate

Every deployment project includes knowledge transfer. We ensure your engineers and MLOps teams are cross-trained (via the EMPOWER stream) on the exact pipelines we build.

GenAI Hardening Specialists

Our security focus goes beyond traditional threats. We specialize in securing the GenAI deployment lifecycle, protecting against advanced adversarial attacks specific to LLMs.