When I go to startup events I frequently encounter people who know me that I can't remember ever meeting. When that happens, if my wife is with me she will discreetly remind me, "She's the technical founder of such-and-such." You see, I'm terrible with both faces AND names.
Rapporative does the same thing, but in my inbox.