Case Study

AI virtual assistant / crawling

Enabled structured knowledge retrieval for internal teams from fragmented web sources.

AI virtual assistant / crawling hero

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.

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