Solution prototype
Enterprise knowledge assistant prototype with citations
A prototype for role-aware policy search, source citations, uncertainty handling, and audit trails.
FLOWCUZ SYSTEM DESIGN
- 01Show documents, versions, and relevant passages
- 02Limit searchable content by user role
- 03Request human handling when confidence or sources are insufficient
Start with real work
Technology should fit the workflow, not the other way around
The prototype focuses less on fluent text and more on showing which documents, versions, and passages support an answer, including when the system should not guess.
Limit searchable content by user role
Request human handling when confidence or sources are insufficient
Delivery approach
From discovery to a manageable operating system
Each stage has a clear output, owner, and decision about what happens next.
- 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.
FAQ
Frequently asked questions
Who is enterprise knowledge assistant prototype with citations for?+
It is designed for organisations that want to improve a defined workflow while preserving data access controls and human accountability. Scope depends on existing systems, information, and team needs.
Do we need to buy a specific AI platform first?+
No. We first understand the workflow, data, risk, and expected result, then decide whether existing tools, integrations, or custom development are appropriate.
How should we get started?+
Choose one repetitive, time-consuming workflow with a clear owner that can be validated safely using representative, non-sensitive data.
Start with one workflow
Want to see how this could fit your organisation?
Tell us about the current workflow, the information involved, and what you want to improve.