I've thought a lot about recommendation engines. This was partially spurred on by the (now complete) Netflix Prize and I also think it's pretty damn cool that I can go to Amazon and it recommends something that I actually want. The above is just an example of how, no matter how good your recommendation engine is, a consumer's taste is just plain weird.