Three rapid 10-minute talks. One messy data problem, one approach, one result.

• Cleaning up decades of asset and equipment hierarchies to support AI in maintenance and integrity.
• Using medallion style (bronze to silver to gold) architectures during S4HANA and ERP upgrades so AI is not built on sand.
• Tackling M and A data chaos in Calgary portfolios so production, finance and land data finally line up.