Find the knowledge bottleneck
Employees often ask the same operational questions because answers are scattered across policy documents, onboarding material and team folders. A knowledge assistant could provide a starting answer with links to the material behind it.
Consider an illustrative HR policy assistant. The goal is to help an employee find a current policy, not to let a model invent an entitlement or make an employment decision.
- 01Ask a question
An employee asks within an agreed scope.
- 02Retrieve approved sources
Find relevant content the employee can access.
- 03Answer with references
Prepare an answer grounded in those sources.
- 04Check and escalate
Open the source or ask a person when evidence is missing.
Illustrative design. Confirm sources, access, integrations and review rules for your process.
Prepare a small, owned collection
Start with documents that have named owners and clear versions. Remove duplicates and identify expired material. Agree how updates become available and how withdrawn content stops appearing in answers.
Do not connect every shared folder on day one. A smaller collection makes it easier to identify coverage gaps and understand why an answer was produced.
Retrieve evidence before answering
Retrieval-augmented generation brings selected source material into the context used to generate an answer. Azure AI Search supports retrieval for this pattern. The implementation still needs retrieval tuning, access enforcement and answer evaluation.
Require useful source references and test whether they actually support the answer. A citation is an aid to checking; it is not proof that the answer is correct.
Respect the person asking
Decide how identity and document permissions are enforced throughout retrieval and response generation. Test with users from different teams and with questions whose answers exist only in restricted material.
If the sources do not contain a supported answer, the assistant should explain the gap and point to an owner. External text should be treated as source content rather than as authority to change the assistant’s instructions.
Evaluate with your real questions
Build a question set covering common questions, ambiguous wording, missing evidence and conflicting versions. Have subject owners judge support, relevance and completeness. Repeat the checks after changing sources or retrieval settings.
For a first pilot, use one department, one owned collection and a clear feedback route. Track unanswered questions and review effort before connecting additional knowledge or adding actions.
Further reading
Official documentation supporting the technology references. The implementation recommendations and scenarios are sbPowerDev’s editorial guidance.
