Knowledge Engine
Ask a Question. Get a Sourced Answer.
Your team types a question in plain language. The AI searches your indexed documents and returns an answer — with source citations, page numbers, and confidence scores.
Core Features
Turn your document library into a knowledge base your team can query.
Plain Language Queries
No search syntax. No filters. Type a question like you'd ask a colleague — in German, English, or any language.
Source Citations
Every answer links back to the specific document and page number. Your team can verify in seconds.
Streaming Responses
Answers appear word by word via SSE — no waiting for the full response to generate.
Honest When Uncertain
The system says 'I don't know' when your documents don't contain the answer. No hallucinated guesses.
Multi-Language Support
Per-client system prompts in your language. Ask in German, get answers in German — from English documents if needed.
Quality Scoring
Every response is scored for relevance and faithfulness. Low-confidence answers are flagged automatically.
Query to Answer
From question to sourced answer in under 3 seconds.
Ask
Type your question in the dashboard chat or send it via Slack.
Retrieve
Hybrid search (vector + BM25 keyword) finds the most relevant passages across your documents.
Generate
The LLM constructs an answer grounded in retrieved passages — not from general training data.
Cite
The response includes source documents, page numbers, and relevance scores for full traceability.
Under the Technical Hood
Built for accuracy, not just speed.
Hybrid vector + BM25 with RRF fusion
Server-Sent Events (SSE) via POST
Conservative — answers only from provided context
Per-client system prompts, any language
Automated relevance and faithfulness scoring
First token in <1s, full answer in <3s typical
Try it with your own documents.
In your demo, ask questions about sample data from your industry — see the sourced answers live.
Or email us at contact@ailoopwise.com