Aashvi Oy folded A monogram
SuomiStart a conversation

Illustrative delivery pattern

RAG knowledge assistant

A production-oriented retrieval-augmented generation pattern for internal knowledge—answers with sources and access controls. Adapted from the legacy Aashvi Oy AI catalogue.

Illustrative delivery pattern — not a verified named client engagement.

Retrieval-augmented generation diagram: ingestion, access-aware retrieval, grounded answers with citations and an evaluation loop
Fig. 01Illustrative retrieval-augmented generation flow with a quality loop.Open full size

01Challenge

Challenge

Teams need faster access to internal knowledge without uncontrolled model behaviour or unclear data rights.

02Solution

Solution

Ingestion and chunking strategy, permission-aware retrieval with citations, and evaluation to prevent regressions.

03Architecture

Architecture

Isolated model access, metadata-aware search, observability and human review where actions leave the assistant.

04Outcomes

Outcomes

Outcomes and metrics will be published only when verified with the client.

All work

Tell us what you are building.

Share the constraint, the timeline and the outcome you need. We will respond with clear next steps.

Start a conversation