Nineteen out-of-distribution flood events across six continents tested the Prithvi-EO-2.0 foundation model. Cropland mapping achieved the highest agreement with an IoU of 52%, while riverine events showed the strongest detection. These results reveal that land cover and flood mechanisms dictate the model's reliability. Practitioners must adjust expectations based on specific geography.