ICOs are mostly used to fund Startups. And Startups have a 98-99% failure rate in general. So we should expect a similar amount of ICO companies to fail in the long run.
Of course the difference is ICO startups get a much much greater injection of cash from the start. Will this lead to a greater success rate? Only time will tell