A more useful knowledge assistant
Help teams find relevant internal knowledge with source-backed answers and human oversight.
Illustrative solution concept
This is an example approach, not verified client work.
Business problem
Knowledge is scattered across documents, shared folders and recurring conversations. People struggle to find the latest approved guidance.
Requirements and role
Map information sources, document access rules, agree the assistant’s scope and design an evaluation set. The consultant supports architecture, integration, testing and staff enablement.
Solution architecture
Microsoft 365 sources → permission-aware retrieval → Copilot Studio assistant → source-linked response. Existing permissions must be preserved throughout retrieval.
Implementation approach
Start with a curated set of approved documents. Test realistic questions, access boundaries, uncertain answers and outdated sources. Require source references and an explicit path to human help.
Challenges and safeguards
Conflicting documents and incomplete knowledge can produce misleading answers. Limit scope, review source quality and test prompt injection attempts in retrieved material.
Outcomes and lessons
Evaluate usefulness, accuracy, citation quality and search effort. No measured client results are claimed. Knowledge ownership is as important as the assistant interface.
Related support
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