I have made my own chai blend before which contained a very small amount of black tea, cinnamon, cardamom (both green and black), ginger, cloves, and black peppercorns. I think the green cardamom is more often used, but the larger black type lends a smoky flavour. I have also had it with citrus peel which is nice, but not traditional.

Hope this helps.