Atrodious
Pillar 02 of 6

RAG & Knowledge Engineering

We ground your agents in enterprise knowledge with retrieval pipelines that scale — from foundational RAG to advanced and fully agentic retrieval architectures. Vector infrastructure and knowledge pipelines are built for accuracy, freshness, and governance.

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What's included

Everything under RAG & Knowledge Engineering

Enterprise RAG

Retrieval-augmented generation pipelines built on your proprietary data, with access controls and provenance baked in from day one.

Advanced RAG

Hybrid retrieval, re-ranking, and chunking strategies that improve precision and recall beyond naive vector search.

Agentic RAG

Retrieval as an agent-driven, multi-step process — agents decide what to retrieve, when, and how to synthesize it.

Vector databases

Production-grade vector store selection, indexing, and tuning for low-latency semantic search at scale.

Knowledge pipelines

Automated ingestion, chunking, embedding, and refresh pipelines that keep retrieval sources accurate and current.

Where RAG & Knowledge Engineering 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.

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