In a food processor, combine mayonnaise, cream cheese, capers, red onion, lemon juice, horseradish, and 3 oz. smoked salmon; process until smooth, about 20 seconds.
Transfer to a bowl and stir in remaining 1 oz. smoked salmon. Transfer smoked salmon mixture into a serving bowl and top with dill. Serve with bagel chips.