Colonial and post-colonial ethnographic records across West Africa reveal a remarkable diversity in furnace morphology, iron production scales, and the technical organisation of smelting practices. This variability reflects the rich cultural, technological, and economic contexts that shaped iron production across the region. Yet, the factors driving this heterogeneity remain poorly understood, and archaeometallurgy still lacks a robust and widely applicable methodology for comparing multiple ironmaking techniques.