“…The journey from initial consideration, proof-of-concept, proof-of-value to adoption is long but constitutes almost half of the roadmap to a dominantly automated context (Global Mining Guidelines Group, 2019). The history of mining is extensive, and particularly in South Africa where underground mining has generated enormous amounts of irreplaceable data (e.g., Manzi et al, 2015;Westgate et al, 2020;Zhang et al, 2021b;Nwaila et al, 2022). However, legacy data can be difficult to comprehend, as metadata, reference data and other supplementary information are incomplete, missing or not machine readable.…”