How Project P.I. helps Amazon remove imperfect products
Not a pilot. Amazon deployed computer vision AI across fulfillment centers to automatically catch defective products before they ship.

Why it matters
Amazon's Project P.I. demonstrates how enterprises are embedding generative AI and computer vision into operational workflows—moving beyond chatbots to solve real supply-chain problems at scale.
The key facts
5 to knowProject P.I. combines generative AI and computer vision imaging
Deployed across Amazon fulfillment operations
Proactive product quality detection and removal
Real enterprise deployment (not pilot stage)
Addresses customer experience through operational AI
Go to the source
Amazon Scienceamazon.science
Publisher excerpt: A combination of generative AI and computer vision imaging tunnels is helping Amazon proactively improve the customer experience.
