Internal Knowledge Assistant (RAG)
A private AI assistant that turns your SOPs, docs, and tribal knowledge into a smart internal tool — available 24/7 to onboard new hires and support your team without interrupting others.
Document Ingestion
Upload SOPs, training guides, internal wikis — structured or unstructured — and it’s indexed for retrieval.
Vector Search (RAG)
System embeds and retrieves relevant context chunks using vector similarity with LangChain + Weaviate or Pinecone.
LLM-Powered Chat Interface
Users can ask questions in natural language — and get sourced, trustworthy answers in seconds.
Access Controls
Restrict answers by role, team, or topic. No data leakage or over-permissioned users.
Impact
Cut onboarding time by 50%, deflected 40% of internal questions, and freed up senior team time.
Use Case
Internal AI knowledge base assistant
Stack
LangChain, OpenAI, Weaviate, FastAPI
Impact
Cut onboarding by 50%, deflected 40% of internal questions
Integration Time
2–3 weeks
Knowledge Assistant: Frequently Asked Questions
Ready to automate the ops work that’s slowing you down?
I’ll help you identify the right AI system, map the architecture, and either build it or integrate it with what you already use. Most of my clients save hundreds of hours a year with just one system.