Does solar really save money?

I'm curious, does solar energy really save money in the long run? I've heard conflicting reports about the initial investment costs and potential savings on energy bills. Can you explain how solar works and whether or not it's a financially viable option for homeowners looking to reduce their carbon footprint and save on energy expenses?