Zero-shot means giving the AI a task without a single example and relying on it to understand the task anyway.
Example
“Summarise this article in three sentences.” Without a sample summary, that is a zero-shot prompt.
For pros
Modern language models solve many tasks zero-shot. When format or tone must match exactly, one to three examples help (few-shot). Zero-shot is shorter and cheaper but less predictable.