Evaluating the performance of a currently running production model vs evaluating the performance between different models are two different questions.
For the production model, we need to have a certain lookback period to continuously run evaluation calculations.
For model comparison, we need to make sure that the metrics are being calculated on the same test set, such as the same split, or the same date range.
This comes up when you are developing a new model from an existing model.
