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AI-led companies

For AI-led companies shipping to production.

RAG, agents, evaluation harnesses and LLM red teaming, from prototype to a system your users trust.

  • RAG
  • Agents
  • Red team

What you get

From demo to dependable.

Grounded in your data

RAG pipelines that answer from your sources.

Guardrails and monitoring

Agents that stay inside defined limits in production.

Evaluated before launch

Harnesses that measure quality before users do.

Red-teamed

LLM red team engagements before public launch.

The problem

Demos that break under real users.

Prototype agents fail on edge cases, hallucinate and lack guardrails. Production requires evaluation and security review.

What we deliver

What's included.

  • RAG pipelines grounded in your data
  • Agents with guardrails and monitoring
  • Evaluation harnesses before launch
  • LLM red team engagements

How we work

How we run it.

  1. Step 1

    Map workflows before models

  2. Step 2

    Ground in your data via RAG

  3. Step 3

    Evaluate before autonomy

  4. Step 4

    Red team before public launch

What we use

Tools, platforms and methods.

  • LangChain
  • Vector databases
  • OpenAI / Anthropic
  • Evaluation suites

Ship AI you can trust.

Tell us your use case and launch timeline.

Talk to an engineer