Answer questions from knowledge base with citations

Answer knowledge base queries with citations to source documents

Scaling documentation when you want answers grounded in your corpus instead of generic web search.

• · user question
• · document repository (internal docs, wikis, FAQs)

• · answered question with source citations

• · document search (firecrawl, Perplexity, or local indexing)
• · optional QA verification

Document corpus indexed and searchable; question well-formed

• · No sources found (document corpus too small)
• · Citations point to wrong section
• · Answer contradicts source

• · Every claim cites specific source page/section
• · Source documents accessible to user for verification
• · Confidence levels stated when sources are incomplete