Gears of War 2 had a $12 million development budget

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That's because it used all the tools of Gears 1.

Benefit of being a sequel with minor changes, why do you think EA makes yearly sports titles.

1st version costs a lot, subsequent version probably less than 1/2 the cost.

Granted, this means they don't rewrite engines, etc. Minor overall enhancements.