I did check. He did have AJ. Part of me felt I lost out on a large amount of profit here, and part of me felt (as drmc mentioned) that the only hands he'd call with on that river (aside from possibly KJ) had me beat.

The consensus I'm getting is that my biggest mistake was not potting the turn, with checking the river being a mistake as well, but not as much of one.