Operations & knowledge / AI use case
The answer. And its evidence.
Useful knowledge often already exists, but is difficult to reach when it matters. NyxAI makes authorized sources searchable and connects each answer to the records that support it.
NyxAI · Workflow concept with illustrative examples
- 01
Specific question
Product + context
Access permission
Information needed
- 02
Evidence check
Applicable version
Relevant scope
Supported statement
- 03
Usable answer
Concise response
Direct references
Unresolved questions
The business question
Finding a document does not make it applicable.
A relevant search result may still concern the wrong product version, another location or a superseded policy. Experienced colleagues then have to resolve the context themselves.
A useful knowledge system needs more than text similarity. Validity, ownership and access permissions must be part of how every answer is prepared.
From input to output
How the workflow can work.
Start with a bounded document collection. Check permission inheritance, updates and deletion before connecting it. Restricted material must not appear in answer text, previews or source lists. An unrestricted search across every company repository is not required.
- Authorized manuals, operating procedures and project documents
- Version, scope, owner and approval status for each source
- The requesting identity and existing document permissions
- 01
Establish the context
Identify the product, location or period from the question, or ask for it explicitly. Missing context is not replaced with an arbitrary default.
- 02
Retrieve applicable evidence
Search within the material available to that person and the appropriate versions. Conflicting or expired passages remain visible as unresolved issues.
- 03
Answer with references
Separate supported statements from open questions and link them to their source passages. A direct document reference allows the reader to check the original context.
The key review boundary
Search must not expand existing access rights. Revoked permissions and document updates need to take effect. Qualified staff retain consequential professional decisions; a citation alone does not prove an answer correct.
The resultA concise answer with traceable sources, a clear scope and an explicit account of what the documents cannot establish. Gaps become focused questions for the knowledge owner.
One workflow. Three situations.
What changes when …?
Choose a situation and follow the handover. An illustration using fixed sample data, not live AI or a client project.
The example question concerns a documented filter replacement on model B. The approved manual covers that exact variant.
Select the relevant passage with its model reference and document version.
A concise answer links directly to the procedure; technical work remains with the qualified team.
Ready for reviewStart focused. Compare fairly.
What the pilot should be measured against.
- Time to an evidenced answer
- Measure search and professional verification together, including questions correctly left unanswered.
- Source quality
- Check whether each cited passage supports the specific claim and belongs to the applicable version.
- Access and freshness
- Test separate user roles, revoked permissions and replaced documents against what actually remains visible.
A practical initial scope
One team, one authorized knowledge collection and recurring professional questions. Deliberately include outdated sources and questions with no documented answer.
- A curated document set with versions
- Typical questions and expert-confirmed answers
- Test roles with different access permissions
Agree acceptance criteria first
The team evaluates correctness, supporting evidence and search effort. Unsupported statements must remain unresolved; inaccessible records must reveal neither content nor identifying clues.
Discuss a focused pilotThis use case will be selected in the enquiry form.Common questions
Is this a chatbot over all our documents?
Not necessarily. A bounded collection with clear ownership is a useful starting point. The interface can be search, an assistant or an embedded step in an existing workflow.
Can internal material become visible to other users?
The design preserves existing access boundaries and checks them before producing an answer. Suitable infrastructure and models are selected for your data classes and operating requirements, not covered by a blanket promise.
What happens when no reliable answer exists?
The question stays open, with the missing context and an appropriate owner identified. These cases also reveal where documentation needs improvement.