Sometimes you can knock out a pokemon during your turn (using a poke-power for example). Then you take the prize card immediately after our opponents pokemon has been knocked out. Then you can play the card you pulled from you prize cards on the same turn, as long as there is no rule you couldn't play it (like if your already played a supporter card that turn).
But yes, of course you can play with the prize cards once you've taken them.