How much data do you need?

Enough to answer the questions users actually ask — often a few hundred documents. Quality of chunking and retrieval matters more than volume.

RAG & knowledge assistants | KineticHex

RAG & knowledge assistants

Document ingestion, chunking, embeddings, retrieval and constrained generation — per tenant, per permission level.

In questa sezione

Ingestion — PDF, DOCX, HTML, images with OCR; incremental re-indexing.
Retrieval quality — Hybrid search, re-ranking, per-tenant question banks to measure recall.
Citations and refusals — Every answer points to its passages; no passage, no answer.

We build a question bank with your team first, then tune retrieval against it — quality is a number, not a feeling.

Domande frequenti

How much data do you need?+
Enough to answer the questions users actually ask — often a few hundred documents. Quality of chunking and retrieval matters more than volume.

Parliamone

Pronti a costruire qualcosa che duri?