Searching looks at the image names, image file names, and their respective meta data. It can match keywords included in the EXIF metadata.
In the sample galleries, there is a gallery of dogs – try searching “dog” to get all those images. Try searching “corgi” and you will only get images which had that keyword embedded in the image EXIF metadata.