Last year, private-equity chief Lynn Tilton flew to Detroit to try to improve sales at one of her auto-parts companies. She got a cool reception from Ford Motor Co.'s purchasing chief, Tony Brown, who asked if she was like other private-equity chiefs that "strip and flip" their companies.

"You must be mistaken," she shot back. "It's only...