Enterprise knowledge systems and AI assistants
Turn policies, procedures, and internal documents into an enterprise knowledge assistant with citations, permissions, and uncertainty controls.
- 01Support verification with source citations
- 02Control access by team, role, and document sensitivity
- 03Record queries, versions, responses, and human follow-up
Technology should fit the workflow, not the other way around
The value of an enterprise knowledge system is not only speed. Answers must use approved, current information and make their sources and limitations visible.
Control access by team, role, and document sensitivity
Record queries, versions, responses, and human follow-up
From discovery to a manageable operating system
Each stage has a clear output, owner, and decision about what happens next. This methodology applies across all solutions, not just one product.
- 01
Clarify the business goal, current workflow, and responsible roles
- 02
Map data sources, system connections, and access requirements
- 03
Validate the workflow and human approval points with a focused prototype
- 04
Improve, monitor, and expand based on real usage
Connect reliable sources with clear boundaries
The design identifies what data can be used, where it comes from, which version is current, and which external actions require additional authority.
Important decisions retain a clear owner
Low-confidence cases, sensitive information, exceptions, and external commitments enter a defined review or handoff workflow rather than being left to the model.
How it works in practice
Frontline staff frequently search emails and folders for the latest company policies. An enterprise knowledge assistant lets them ask questions directly and receives answers cited from current documents.
Frequently asked questions
What sources can the knowledge assistant access?+
Policies, procedures, internal documents, and structured data — each with access controls.
How accurate are the answers?+
Every answer includes source citations, and low-confidence cases are flagged for human review.
Can permissions be role-based?+
Yes — access is controlled by department, role, and document sensitivity.
Want to see how this could fit your organisation?
Tell us about the current workflow, the information involved, and what you want to improve.