Definitely prune, Dianne. Your plant is losing flavor, and producing less leaves by flowering. Keeping basil pinched back is the key to a vigorous crop.

I've used the pinched back flower buds in salad...they still have the basil flavor.

The flowers are tasty but as Douglas points out the more you let it produce leaves the more basil you get. I keep mine from flowering until the end of the season.