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.

Services: Agentic workflow engineering
Ce que nous faisons: Document ingestion, chunking, embeddings, retrieval and…

Dans cette section

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.

Questions fréquentes

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.

Parlons-en

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