DrillDocs, through its CleanSight™ automated drilling cuttings characterization service, supports an operator's understanding of their wellbore’s state of stability and cleanness in real time. By deploying a robust, easy-to-install and maintain, surface-based computer vision system on the rig's shale shaker, DrillDocs provides key data about the size, shape, and quantity of rocks returning to the surface. Through edge computing, the data to monitor, alert, and advise will be delivered to drilling team members via laptop, EDR, or smartphone, giving them more transparency as to what’s happening downhole and the ability to revise operations quickly to avoid costly downtime. Historically, the shale shaker is taken for granted, and while rig site personnel sometimes check it, they do it infrequently, and subjectively. Even with a mud logger on site, they are not measuring hole cleaning and usually don't pick up signs of wellbore instability until it is too late. The CleanSight service offers continuous monitoring and removes the human factor in interpretation and action. The CleanSight product as a service (PaaS) delivers downhole characterization data in real-time 24/7 that can help customers make more informed drilling decisions, reduce safety and environmental risks, and improve drilling performance and production. In summary, we are digitizing the answers to the driller's question, ' How Do the Shakers Look?!"