Climate X Launches Global Wildfire Model to Quantify Asset-Level Risk for Financial Institutions
By Lauren Towner · 22 July 2026

Quick Summary
Climate X has launched Global Wildfire, a probabilistic wildfire model providing asset-level loss estimates for financial institutions. Covering 93% of global GDP, the tool enables banks and insurers to quantify wildfire exposure in financial terms, moving beyond historical indices to support climate risk management and regulatory reporting through 2100.
How Does Global Wildfire Improve Asset-Level Risk Decisions?
Global Wildfire solves the problem of fragmented, regional data by providing a globally consistent view of risk resolved to 30m outputs. By moving away from qualitative scores, it offers absolute burn probability that integrates directly into financial due diligence and stress testing. This precision allows institutions to identify specific vulnerabilities within a portfolio rather than relying on broad regional assumptions.
- 30m resolution for hyper-local asset-level granularity.
- 93% GDP coverage across eight major global regions.
- Scenario analysis capabilities extending to the year 2100.
What Technology Powers This Climate Resilience Tool?
The platform utilizes a sophisticated blend of machine learning and physical fire-spread modeling to simulate thousands of potential fire paths. By analyzing satellite data, terrain, and fuel characteristics, the model understands local susceptibility and human-driven ignition factors. This process-based simulation ensures that risk assessments are scientifically robust and defensible for regulatory scrutiny.
- Stochastic simulation for modeling thousands of fire variations.
- Cellular automata methods to predict physical fire spread.
- Financial loss metrics that translate physical hazards into dollar values.
Why Is Global Coverage Essential for Modern Insurers?
Financial institutions often manage cross-border portfolios where data quality varies significantly between markets like the US and emerging regions. Global Wildfire bridges this gap by applying the same high-standard probabilistic wildfire model across eight regions. This allows risk committees to maintain a single evidential standard for underwriting and credit risk, regardless of where the physical asset is located.
"Wildfires are a major risk management problem,” said Lukky Ahmed, Co-founder and CEO of Climate X. “For the first time, using Global Wildfire, Institutions have defensible, globally consistent, location-level analytics that translate hazard into potential loss."
FF NEWS TAKE:
This launch definitely moves the needle for the insurtech-eye vertical. As wildfire losses hit a staggering $40 billion in 2025, the industry can no longer rely on backward-looking data. Climate X is providing the probabilistic wildfire model necessary for real-time resilience. By translating physical climate threats into hard financial loss metrics, they are turning climate risk from a vague threat into a manageable line item for global CFOs.
Companies in this story: SwissRE, Climate X
People in this story: Lukky Ahmed, Dr James Brennan