
Eat your words
Apology Expected
Using the phrase often implies that an apology or retraction is expected after a mistaken statement. 
Casual Tone
The expression is informal and usually used among friends or in casual conversations, not in formal settings. 
Possible Teasing
It can be used playfully among friends to tease someone about a wrong prediction or opinion. 