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Go for the loan on this site. It's a soft pull, and you can make it last for five years.
An installment loan from a place like the mattress store isn't necessarily a bad idea. From a scoring perspective, installment loans beat an over-utilized card. But you don't want the loan if it comes from a finance company as those will ding your score. Installment loans should be financed through banks or credit unions.