Anderson had turned aside 44-of-45 shots until Neal put in the rebound of a Robert Bortuzzo shot with a hesitation move that faked the Ottawa goaltender to the ice.
Brian Gibbons got the other goal for the Penguins, who notched a third win in four games.
Stephane Da Costa scored for the Senators.
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