I recognized him on sight.
He dismissed the idea on sight.
She recognized Jule on sight and couldn't help but feel surprised.
If these people had been from the elite class, they'd have shot her on sight.
He knew on sight he wanted her.
Of course, a lot of people knew her on sight - people she didn't even know.