That's What She said is a famous term often used by Michael Scott (The Office) when a sexual inuendo could be present, often used as a retort or witty joke
Watch this NBC promo with segment from The Office, My Name is Earl, 30 Rocks and Scrubs using THAT'S WHAT SHE SAID:
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It's another reason why I love The Office, Michael Scott rocks my world.