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Illustrative solution example

This page describes how a solution could be designed. It is not presented as a completed client engagement or a guaranteed result.

Industry context

Enterprise Operations

AI Knowledge Assistant for Internal Teams

An AI-powered internal knowledge assistant built using retrieval-augmented generation to provide fast access to organisational knowledge.

The Challenge

Employees were spending significant time searching across multiple systems for operational knowledge.

Our Approach

Milir built a retrieval-augmented AI assistant capable of retrieving information from multiple internal knowledge sources.

The Solution

An internal AI assistant providing contextual answers based on indexed organisational knowledge.

Expected Business Outcome

The proposed assistant could give teams faster access to organisational knowledge while maintaining governance over internal data.

How the workflow could work

  1. 01Receive a question from an authorised team member.
  2. 02Retrieve relevant passages from approved internal sources.
  3. 03Present a concise answer with supporting references.
  4. 04Escalate when information is missing, conflicting, or restricted.

Implementation considerations

  • Assign owners to source repositories and document freshness.
  • Enforce access controls during retrieval, not only at login.
  • Build an evaluation set from real internal questions before launch.