Across the energy sector, AI and digital twins are being reported to deliver 200 to 400 percent ROI in under three years. I have seen those returns of land inside upstream, downstream, chemical, and power operations; not in a slide deck, but on real assets, validated by the kind of engineers who are paid to be skeptical of a number before they trust it.