Production retrieval over your internal knowledge sources: SharePoint, shared drives, Confluence, Jira, document stores, codebases. Exposed via Anthropic's Model Context Protocol for internal or customer-facing agentic tools. Built for regulated environments where compliance, audit, and data residency matter.
Cataloging, classification, and access-control patterns that render existing data layers safe for agentic tool use. Authority tiering, PII detection, and audit-grade lineage throughout.
Event-driven extraction and parsing over document-heavy workflows. Replace manual review cycles with automated ingestion that scales, drawing forward-facing insight rather than backward-looking dashboards.
A successful production RAG needs all three layers: retrieval that preserves structure, discipline that makes iteration safe and observable, and architectural shape that keeps concerns decoupled.