GUIDE: Multi-Agent Framework for Enterprise Document-to-Artifact Generation
A novel framework named GUIDE (Governed Unified Intelligence for Document-to-Artifact Generation) has been launched to tackle the difficulties associated with processing diverse and multimodal enterprise guideline documents. These documents feature narrative text, intricate tables, and embedded images, which often lead existing LLM and VLM systems to generate inaccurate content, disrupt table structures, and lack regulated workflows that go beyond mere extraction to include validation and artifact creation. Consequently, enterprises spend 2-3 days per document on these processes manually. GUIDE is a governed multi-agent system utilizing a shared versioned rule store, with schema-validated inter-agent contracts and comprehensive provenance tracking. It incorporates six specialized agents for various tasks, achieving a 96% success rate across 120 evaluated documents, extracting 3,896 rules with 71.4% auto-approval, and generating 812 deployment-ready artifacts. The framework is discussed in detail in a paper available on arXiv (arXiv:2608.12133).
Key facts
- GUIDE is a governed multi-agent framework for enterprise document-to-artifact generation.
- It addresses hallucinated content, table structure degradation, and lack of governed workflows in existing LLM and VLM systems.
- The framework uses a shared versioned rule store, schema-validated inter-agent contracts, and end-to-end provenance tracking.
- Six specialized agents handle parsing, VLM-driven extraction, consistency checking, evaluation, HITL escalation, and artifact synthesis.
- Evaluated on 120 real-world enterprise guideline documents.
- Achieves 96% document success rate.
- Extracts 3,896 rules with 71.4% auto-approved.
- Produces 812 deployment-ready artifacts.
- Reduces manual processing time from 2-3 days per document.
- Paper available on arXiv with identifier 2608.12133.
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