I should also mention that if you're willing to make assumptions like a uniform prior, this totally works, but it can lead to some surprising results for small a, b. Notably a uniform prior is Beta[1, 1]. Beta[2,1] implies something like a 75% chance of the true mean being above .5, which seems a tad overzealous.