What is parallel prompting and when is it useful?

Parallel prompting runs multiple LLM calls simultaneously instead of sequentially. It is useful when subtasks are independent, like analyzing multiple documents, generating multiple variants of content, or running self-consistency over many CoT samples. Parallel calls reduce wall-clock latency but use the same total tokens, so they help speed without saving cost.