Inspired by jet engine ignition research at the University of Cambridge, our approach centres around a physics-based model that is inherently stochastic, highly adaptable, and augmented by artificial intelligence (AI). This synergy results in a powerful solution that is not only fast, cost-effective, and precise, but also holds a distinct competitive advantage. Notably, our technology excels in accurately simulating diverse terrains across the globe, including the intricate topographies of the wildland-urban interface (WUI). The obtained data offers ultra-high granularity with unprecedented accuracy, enabling precise predictions at the scale of individual neighbourhood blocks down to specific properties.