OGC DISASTER RESILIENCE PILOT IV: D-030 GENERATIVE AI FOR WILDFIRE STATE-OF-THE-ART ENGINEERING REPORT

As part of OGC Disasters Resilience Pilot IV Phase 2, this D-030 Generative AI for WildFire State-of-the-Art Engineering report delivers a comprehensive Generative AI for Wildfire which assessed Generative AI technology on workflows for wildfire risk, hazard, and impact workflows typical in the insurance sector. This deliverable builds on Xentity’s expertise and contributions to Phase 1 (D-123) for advancing the integration of Generative AI (GenAI) technologies into wildfire risk, hazard, and insurance workflows. Phase 1 (D-123) provided a U.S. data focus across all wildfire use cases and went deeper into broader GenAI governance, capabilities and technology approaches in LLM, RAG, NLP integration, GANs, and AI Agent integration.

This report outlines key GenAI-driven use cases relevant to wildfire resilience, response, and risk assessment. This report centers on leveraging Generative AI (GenAI) to strengthen wildfire insurance and preparedness efforts in Canada, addressing social impact, operational efficiency, and business resilience. Specifically, the use case focus, and needed data focuses on Helping People and Business Management as it relates to Wildland Fire Insurance Stakeholders.

Phase 2 includes an inventory of over 200 Canadian wildfire-related data sources categorized in data subject areas of Wildland Fire National Strategy & Management, National Base Data Layer Information, and Risk Indicators, Analysis, and Assessment which would be needed for GenAI Training data.