Why test one image before a large batch?
Image complexity changes compression results. The estimator probes one representative file so you can choose a realistic format, quality and dimension range before processing many images.
Evidence on this page
The result comes from the current browser encoder and can be downloaded for visual inspection.
Important limit
One sample cannot predict every image in a mixed batch, so difficult files should still be checked separately.