RAG Knowledge Assistant
A retrieval-based assistant designed to find relevant documents and return answers with supporting references.
Knowledge systems / FLONVOKnown scope.
Unmeasured outcomes.
No numeric implementation or performance result has been supplied for this project. The process and reporting plan below describe the provided scope.
- Document retrieval and AI-generated answers are the supplied project scope
- No dataset size, accuracy score, or measured search-time reduction supplied
The route through
the work.
Illustrative retrieval flow. Model, corpus, and evaluation details have not been supplied.
What changes when
the handoffs connect.
Business information can be spread across documents, making it slow to find the right source for a question.
People need answers they can trace back to source material, with a clear path when a question is ambiguous or a document is missing.
Retrieve relevant document passages before generating an answer, and include source references so the response can be checked.
From manual steps
to a clearer route.
Illustrative process comparison; no improvement percentage or answer accuracy is claimed.
Search through documents
Compare possible sources
Compose an answer manually
Retrieve relevant passages
Generate an answer
Check supporting references
Value is a question
to measure.
This approach can reduce manual searching when relevant information is available. No accuracy score, dataset size, or percentage improvement has been supplied.
Track the operating metrics below before reporting a time saving, response-time change, or accuracy claim.
What the team
should watch.
These are reporting definitions, not live dashboard results. Values remain blank until measured after deployment.
Questions entered by users.
questions / period / value pendingQueries that return relevant source material.
retrievals / period / value pendingElapsed time from question to completed answer.
seconds / value pendingQuestions that need more context before an answer is useful.
questions / period / value pendingShare of answers containing supporting source references.
% / value pendingFeedback on usefulness and source relevance.
ratings / period / value pending