I believe that the episode you're looking for is called "The
Documentary". It's a strange little episode that takes place on New
Years Eve and has interviews with all the detectives. I'm not sure
where you can get a transcript of the speech, tho.

It was episode 66, from the fifth season and I think it may have been
the last time that Brodie appeared as a regular.