I live in San Francisco and just had a solar system installed last week, so I have a few comments about this.
1) It vastly overestimated how big a solar system that could fit on my roof (by about 5x). It didn't care about chimneys or skylights (which are easily visible through Google maps), nor SF fire code which states that you need a 3-foot empty pathway on both sides of the crest of your roof [1]. So for almost every roof with a single ridge, this will cut out a large percentage of the best solar real estate.
2) It didn't include local SF providers in the marketplace which are generally higher rated than national providers and can offer additional SF incentives and cost-savings.
So while the estimation of sunlight potential is really cool, the 3d modeling aspect and size of the marketplace leave a little bit to be desired. This site would probably be good at quickly seeing if your roof has any solar potential at all, but if it does, I'd recommend checking Yelp and having a highly-rated solar company come give you a detailed estimate (which would be free).
1: http://www.sf-fire.org/index.aspx?page=1232