All case studiesEnterprise / Knowledge Operations
Enterprise RAG Knowledge Assistant for a Regulated Organization
Designed and deployed a private RAG-based knowledge assistant — grounded answers from internal documents, with guardrails, evaluation, and production model serving.
RAG
Pattern
Private
Mode
Production AI
Focus
Problem
Critical knowledge lived across policies, runbooks, and shared drives. Staff spent hours searching, and generic chatbots hallucinated answers that could not be trusted in a regulated environment.
Solution
We built a retrieval-augmented generation system over approved knowledge sources, with access controls, prompt/guardrail layers, evaluation loops, and monitored model deployment into the client environment.
Technology
RAGVector DatabaseLLM GatewayPythonAPIsEvaluation HarnessObservability
Result
- ✓Grounded answers from approved enterprise knowledge
- ✓Reduced time-to-answer for operational teams
- ✓Guardrails and evaluation for safer AI use
- ✓Production deployment with monitoring
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