Customer Solutions15 min read
Uplifting conversion across the acquisition funnel with personalization using contextual bandits on AWS
Generative AI makes it cheap to produce personalized content at scale, but which variation do you show each customer? Amazon Payments used a multi-objective contextual bandit on Amazon SageMaker AI to personalize an acquisition funnel, achieving a high single-digit conversion lift for one audience,…
By Chidi Prince JohnAWS ML Blog

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Originally published by AWS ML Blog on Oct 1, 2026.
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