Case Study
AI virtual assistant / crawling
Enabled structured knowledge retrieval for internal teams from fragmented web sources.
Outcome
4x faster research loops
Assistant concept blending guided chat, crawl pipelines, and trusted extraction summaries.
Agentic SystemsCrawlingExtractionKnowledge UX
Problem
Teams were navigating fragmented state across operators, tooling, and reporting with avoidable cognitive load.
Approach
Built with typed domain models, progressive disclosure, and strong interaction contracts to keep decisions legible.