Most DUI arrest warrants in Tennessee have somewhere in the affidavit that the police officer smelled alcohol . The question is whether the smell of alcohol enough to make a DUI case. Tennessee has held that the smell of alcohol alone is insufficient to establish probable cause to arrest for for driving under the influence.