Knowledge Retrieval

Answer from real business data, not guesses

Upload PDFs, text sheets, policies, or provide URLs for automated scraping. Sentrup transforms your documents into vector embeddings so that the AI answers strictly using approved business facts.

Document Uploaded
refund_policy.pdf12 KB
Vector Search Match (Cosine Similarity)
Chunk #1Similarity: 94.2%

"...We offer a full refund if requested within 14 days of purchase. No credit card charges apply if canceled within trial..."

Engineered for accuracy

No Hallucinations

By linking the LLM strictly to matching vector segments retrieved from your text files, the assistant will not construct false information.

Qdrant Vector Engine

Powered by Qdrant, facilitating lightning-fast semantic queries so searches finish in milliseconds.

Threshold Safety

Set a similarity score minimum. If the user question context match is weak, the bot will hand over to a human assistant.