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here's what the IRS says.

https://www.irs.gov/businesses/small-businesses-self-employed/do-you-need-a-new-ein 

 

to summarize a single-member LLC is treated as a disregarded entity - ie a sole proprietorship. so as long as they remain single-member you do not need a new EIN if you change the name of the business.  as a matter of fact if you operate 20 single-member LLCs each performing different activities so separate schedule Cs need to be filed you use the same EIN for all 20.