How to transform document activation workflows with Genie and Agent Bricks

Summary

Enterprise document workflows often require people to read PDFs, copy fields into spreadsheets, and re-enter data into business systems, creating delays, error risk, and weak auditability. The proposed alternative combines AI/BI Genie for natural-language queries over Delta tables, Agent Bricks for production agents, and Unity Catalog for permissions, lineage, and traceability. A five-phase workflow extracts fields into Lakeflow Bronze, Silver, and Gold layers, then supports structured queries, clause-level RAG answers, multi-agent routing, and actions through MCP servers. Examples include syncing validated rights data to ERP or CRM systems, updating billing entitlements, and triggering workflows from detected obligations. The approach targets media, advertising, ad tech, and telecommunications, where customers see improvements including faster month-end close, recovered revenue, reduced leakage, and lower operational risk.

Context

Many organizations still depend on manual document processing and disconnected point tools to extract information from contracts, agreements, policies, and other files. This creates delays, potential revenue loss from human error, limited auditability, and fragmented data foundations that make AI workflows difficult to scale.

Approach / What changed

The workflow uses Databricks capabilities to extract document fields into governed Lakeflow medallion tables, query structured data with AI/BI Genie, answer clause-level questions through a Knowledge Assistant, route requests with a Multi-Agent Supervisor, and perform system updates through MCP servers. Unity Catalog provides governance, permissions, lineage, and traceability across documents, agents, and write-back actions.

Takeaways

• Information Extraction Agent processes PDFs, DOC/DOCX, PPT/PPTX, and images at ingestion time, placing raw, standardized, and business-ready results into Bronze, Silver, and Gold tables.
• AI/BI Genie handles governed natural-language questions over Gold-layer Delta tables, while the Knowledge Assistant answers clause-level questions from source documents with citations to the original PDFs.
• A Multi-Agent Supervisor can route structured questions, document questions, and system actions to the appropriate specialist, with MCP connectors enabling updates to ERP, CRM, billing, rights, and other systems.

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