Closed model and API providers do not disclose the data needed to compute a real footprint

Consumer-side tools must assume model architecture and a worldwide-average grid because providers publish almost nothing about model size, hardware, or data-centre efficiency. Every downstream estimate therefore carries wide, irreducible error bars.