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Cognex AI solutions learn to spot patterns and anomalies from example images. They solve tasks that are too complicated and time-consuming to program with rule-based algorithms, while providing a consistency and speed that aren't possible with manual inspection. These powerful, yet easy-to-deploy, solutions can help clinicians to automate a range of macroscopy applications including locating objects in pipette plates, identifying contamination or contamination improper centrifugation in blood samples, and classifying different test tubes.