I believe a framework like Bootstrap might be a faster approach at the beginning (honestly, it's a fair approach for the whole lifecycle of a project). You get all the building blocks to get a consistent UI working fairly quick with little to no CSS knowledge. Some times removing the unnecessary flexibility may be a boost to get things out there.

But, at the end of day, the best option will be the one you're most comfortable with.