This article by Tobias Peggs from OneRiot - the real time search engine.  Peggs explains succinctly explains what real time search is, why it's relevant, how OneRiot works, and presents their new ad system RiotWise.   This is well worth the 10 minute read.

OneRiot Inner Workings of a Realtime Search Engine -