It depends. Even if the document is considered non-binding, the courts will examine whether the parties intend to be bound before signing a formal agreement. The courts generally consider five factors in determining this:
The language included in the letter
If either party has has fully or partially completed their obligations
If there are any other factors to negotiate
The context of the discussions and negotiations
If the talks are regarding complex matters that would typically involve formal written agreements