Intelligent FAQ Automation
Replace static FAQ pages with a RAG-powered AI that retrieves accurate, cited answers from your entire knowledge base — in any language, in under 2 seconds.
Semantic Knowledge Retrieval
Fewer Support Tickets
Answer Retrieval Time
Answer Accuracy
Languages Supported
Static FAQ pages break the moment a customer phrases their question differently than what you wrote. RAG-powered search understands intent, retrieves from your full knowledge base, and generates accurate answers — even for questions you never anticipated.
Questions go through a RAG pipeline that retrieves, ranks, and generates grounded answers with citations.
User Question
Any phrasing, any language
Embed & Search
Vector similarity across knowledge
Rank & Retrieve
Top matches scored & filtered
Generate Answer
Grounded, cited, natural language
Knowledge Sources Connected via MCP
Vector Store
Pinecone / Qdrant / Weaviate
Docs & Wikis
Notion, Confluence, Google Docs
Website Content
Blog posts, help center, PDFs
Support History
Past tickets & resolutions
Traditional FAQs require exact keyword matches. If someone asks "how do I cancel?" and your FAQ says "subscription termination," it fails. Our semantic search understands meaning — matching intent, synonyms, and context across your entire knowledge base regardless of how the question is phrased.
Understanding Intent
Customer asks:
"How do I stop being charged?"
Retrieves from:
"Subscription Cancellation & Billing Policy"
Auto-Learning Pipeline
Connect your knowledge sources via MCP, and the system keeps itself current. New documentation gets automatically embedded. Updated pages are re-indexed. Unanswered questions get flagged for content creation. Your FAQ intelligence grows with your business — without manual maintenance.
Every answer comes with transparent source citations — linking back to the exact document, page, or article the information came from. No hallucinations, no guesswork. Users can verify any claim instantly, building trust while reducing follow-up questions.
Example Cited Response
Your subscription can be cancelled at any time from your Account Settings. Refunds are available within 30 days of billing.
Sources:
1. Billing Policy — Section 4.2
2. Refund SOP — Last updated Feb 2026
"If your customers have to search through a list of 200 FAQs to find their answer, you've already lost them. Give them an AI that understands what they're actually asking."
A RAG-powered FAQ system trained on your business in as little as 1 week. Your customers get instant, accurate answers. Your team stops repeating themselves.