Life Cycle Geo, LLC is an innovative geoscience consulting firm employing primarily geochemists and data scientists. LCG provides innovative solutions across the mine project life cycle with deep expertise in predictive modelling, permitting, operations and closure support. LCG has proven success in building machine learning models for clients to efficiently classify materials and segregate them for mine planning and operational support. LCG is also in the proof of concept and conceptual model development stage with several clients towards development of digital twins for water treatment and ore recovery process optimization.