Direct Answer
A sustainable enterprise knowledge base needs a defined knowledge scope, authoritative sources, traceable answers, permission-aware retrieval, evaluation and continuous content operations.
Key Takeaways
- 01
Define knowledge boundaries and authoritative sources.
- 02
Make citations, permissions and update status visible.
- 03
Use evaluation and feedback to operate the knowledge base continuously.
Define the knowledge scope
Choose a user group and a focused set of questions, then identify authoritative documents, owners and update responsibilities.
Establish trust boundaries
Preserve source citations, document versions and access controls. Define when answers must be reviewed or handed to a person.
- Source citations
- Permission-aware retrieval
- Human-review rules
Move from pilot to operations
Track unanswered questions, content changes, retrieval quality and user feedback as part of an explicit operating process.
Primary Sources & Update Record
External standards and original research support general factual claims. Datazaar pages support only the visible product or anonymized implementation descriptions. Recommendations must still be validated against real data, security and business conditions.
- Lewis et al., Retrieval-Augmented Generation for Knowledge-Intensive NLP TasksExternal primary source · arXiv:2005.11401, 2020 · Accessed 2026-08-22Supports the foundational description of combining external knowledge retrieval with generation.
- W3C PROV-O: The PROV OntologyExternal primary source · W3C Recommendation, 2013-04-30 · Accessed 2026-08-22Supports interoperable representation of provenance across information, activities and responsible entities.
- Datazaar official websiteDatazaar internal evidenceSupports the visible Datazaar capability or anonymized implementation description linked on this page.
- 制造业智能知识库案例Datazaar internal evidenceSupports the visible Datazaar capability or anonymized implementation description linked on this page.