Knowledge engineering · 8 minute read
Enterprise knowledge quality determines agent quality
Why ownership, access, provenance, freshness and correction matter more than document ingestion.
- Technology & Data
- Build
- Global
- Design
Decision lens
Can an agent reliably find, use and cite the knowledge required for material work?
Retrieval technology does not resolve conflicting sources, uncertain authority, stale content or inappropriate access. Reliable agent behaviour depends on an operated knowledge service.
Establish source authority
Identify which repositories are authoritative for each purpose, who owns them and how conflicts or superseded content are resolved.
- Record source purpose
- Name accountable owners
- Preserve provenance
Enforce access at retrieval time
Apply identity, role, purpose, sensitivity and residency consistently. An agent must not retrieve information merely because a connector can reach it.
- Test representative roles
- Filter before generation
- Audit sensitive retrieval
Operate freshness and correction
Measure retrieval and answer quality, monitor source freshness, capture failures and route correction to accountable content owners.
- Set freshness expectations
- Create a correction workflow
- Review high-impact failures
Practical checklist
Evidence to bring into the decision.
- 01Approved-source register
- 02Access model
- 03Provenance
- 04Quality evaluation
- 05Freshness and correction ownership
Continue with evidence
Connect the perspective to an operating method.
A knowledge service is not a single source of truth unless source governance and reconciliation genuinely support that designation.