The main excitement about sentiment analysis in the financial markets isn't scouring the Internet for extra sentiment, it's analysing existing sources more quickly — especially, forming a conclusion faster than a human could react.

If a company issues a press release talking down its prospects, there's considerable advantage to being the first to sell your holding in that company.