SSAO in rendered image

How can I get SSAO in the rendered image using cycles?

I have a model with some nicely shaped abs and I want to highlight them more.

The default view looks pretty flat, enabling AO looks great, but when rendering AO gets ignored completely.

The AO setting for the world doesn’t help much either.