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.

RAGAgentsRed team
Quick answer

RAG, agents, evaluation harnesses, and LLM red-teaming for AI-led companies shipping to production.

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

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

How we work

  1. Map workflows before models

  2. Ground in your data via RAG

  3. Evaluate before autonomy

  4. Red team before public launch

Typical stack

LangChainVector DBsOpenAI / AnthropicEvaluation suites

Frequently asked questions

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Ship AI you can trust

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Proof from our work

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