It's really easy! You can go without witnesses and just grab them off the street. Or a member of register office staff abf your photographer can be the witnesses.
The ceremony will take 10-15 min if it's just the 2 of you.
You could save money by booking a "registration only" ceremony which is you and 2 witnesses. It's the most basic version.