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Netflix developed and maintains an extensive personalized video-recommendation system based on ratings and reviews by its customers.

On October 1, 2006, Netflix offered a $ 1, 000, 000 prize to the first developer of a video-recommendation algorithm that could beat its existing algorithm, Cinematch, at predicting customer ratings by more than 10 %.