This dataset represents a product that is gold-loaded carbon, an intermediate product formed by activated carbon adsorbing gold–cyanide complexes after gold-ore oxidized concentrate undergoes a cyanide-leaching process, in the form of black solid particles or particle agglomerates. Its core characteristics are distinctive: a highly porous structure and an ultra-large specific surface area, enabling efficient adsorption of gold–cyanide complexes; stable chemical properties that do not readily decompose in an alkaline cyanide environment; a tough physical structure that can withstand subsequent recovery operations such as elution and electrolysis; and a surface rich in gold complexes, making it the core raw material for subsequent gold extraction. The upstream core raw material of this product is gold-ore oxidized concentrate, with auxiliary raw materials including cyanide, activated carbon and alkaline solution; the downstream is mainly used in the gold-recovery process, where gold is desorbed through processes such as elution and electrolysis to then prepare pure-gold products; it is the key intermediate carrier linking the oxidized concentrate and pure-gold products in the gold-smelting industrial chain. The dataset includes the main raw and auxiliary materials, energy and wastes in the production process; infrastructure such as the manufacture of production equipment and plant construction is not included within the boundary of the dataset; the data inventory is formed by merging data from multiple sources.