Atrodious
Pillar 05 of 6

AI Production & LLMOps

We take agentic systems from prototype to production-grade infrastructure — CI/CD, containers, and cloud-native scaling — engineered for reliability and security at enterprise scale.

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What's included

Everything under AI Production & LLMOps

Production deployment

Repeatable, zero-downtime deployment pipelines for agentic systems and the models behind them.

CI/CD

Automated build, test, and release pipelines purpose-built for LLM and agent workloads.

Kubernetes

Container orchestration for scalable, resilient serving of models and agent infrastructure.

Docker

Standardized, portable containerization for consistent behavior across dev, staging, and production.

Cloud infrastructure

Cloud-native architecture across AWS, GCP, and Azure, sized and secured for enterprise workloads.

Scaling

Auto-scaling infrastructure that handles unpredictable, bursty agentic workloads without over-provisioning.

Reliability

Redundancy, failover, and SLA-driven engineering so agentic systems stay available under load.

Security

Enterprise-grade access controls, secrets management, and hardening across the full deployment surface.

Where AI Production & LLMOps fits in the end-to-end lifecycle.

  1. 1

    Architecture

    Design resilient, scalable agentic system architecture.

  2. 2

    Build

    Engineer agents, workflows, and orchestration logic.

  3. 3

    RAG

    Ground agents in enterprise knowledge with retrieval pipelines.

  4. 4

    MCP

    Connect agents to enterprise tools and systems via MCP.

  5. 5

    Evaluate

    Benchmark quality, accuracy, and reliability pre-launch.

  6. 6

    Secure

    Harden systems against prompt, data, and access risks.

  7. 7

    Deploy

    Ship to production with CI/CD and cloud-native infra.

  8. 8

    Observe

    Trace, monitor, and audit agent behavior in real time.

  9. 9

    Optimize

    Tune cost, latency, and performance continuously.

  10. 10

    Operate

    Run day-to-day operations with autonomous, self-healing systems.

Ready to build production-grade agentic AI?

Talk to our team about architecture, evaluation, and production operations.

Book a Consultation