The phrase back to the drawing board means that a plan has failed and must be started again from the beginning. It suggests that the original idea did not work and needs to be rethought or redesigned. The saying comes from engineering and design, where plans are drawn before something is built. When a design fails, the designer returns to the drawing board to create a new plan.
When the experiment failed, the team went back to the drawing board.