EngineeringOwn IntelligenceMedium complexity
Expert-Validated Knowledge Base
Knowledge bases built by crawling go stale and fill with pages that are not what they seem, and the assistant on top repeats the errors.
How we approach it
Record where every field came from: an expert, a crawler or a rule. Only expert-validated entries feed answers; crawler updates arrive as proposals an expert accepts or rejects, with the old value kept in history. A monthly check compares sources with the last crawl and flags what changed.
Business value
An assistant that answers only from checked knowledge
Technology stack
- Provenance metadata
- review workflow
- append-only history
- change detection
- vector database
Related service
Proprietary AI DevelopmentRelated use cases
- Cross-Industry · EngineeringInstitutional Knowledge CaptureCapture what experienced staff know before they retire or leave.
- Cross-Industry · EngineeringModel Retirement & Provider Exit PlanModel providers retire versions at short notice and change prices and terms, and applications tuned to one model break when it goes.
- Cross-Industry · EngineeringLLM Application EvaluationAssistants and agents that looked good in a demo degrade quietly in production when prompts, data or the model change.