Abstract: A method includes receiving image frames of an inventory. The method includes locating a control point used to determine a spatial search in the image frames and detecting, by a machine learning model, a plurality of storage units in the spatial search. Each storage unit is associated with a unit type from a plurality of unit types. The method includes calculating a storage unit count from a plurality of storage unit counts and for each unit type from the plurality of unit types from the plurality of storage units detected based on depth analysis. Each storage unit count includes a total number of storage units associated with each unit type. The method includes determining a restock status of each unit type based on the storage unit count for each unit type, and automatically generating a replenish request based on the restock status.

Abstract: A method includes receiving image frames of an inventory. The method includes locating a control point used to determine a spatial search in the image frames and detecting, by a machine learning model, a plurality of storage units in the spatial search. Each storage unit is associated with a unit type from a plurality of unit types. The method includes calculating a storage unit count from a plurality of storage unit counts and for each unit type from the plurality of unit types from the plurality of storage units detected based on depth analysis. Each storage unit count includes a total number of storage units associated with each unit type. The method includes determining a restock status of each unit type based on the storage unit count for each unit type, and automatically generating a replenish request based on the restock status.

Abstract: A method includes receiving image frames of an inventory. The method includes locating a control point used to determine a spatial search in the image frames and detecting, by a machine learning model, a plurality of storage units in the spatial search. Each storage unit is associated with a unit type from a plurality of unit types. The method includes calculating a storage unit count from a plurality of storage unit counts and for each unit type from the plurality of unit types from the plurality of storage units detected based on depth analysis. Each storage unit count includes a total number of storage units associated with each unit type. The method includes determining a restock status of each unit type based on the storage unit count for each unit type, and automatically generating a replenish request based on the restock status.

Abstract: Equipment and ways to control and manage an environment are described. In one example, data associated with the environment is obtained by at least one sensing device and transmitted to a controller. The controller may control or manage a system such as a lighting system, HVAC system, or security system.

Abstract: A system to provide feedback for physical customer-employee interactions analogous to the data provided by web site analytics tools for online merchants. In particular, the system may capture images and/or voices of customers and/or employees and may determine qualities of the customer experience using determinations of customer and/or employee sentiment and/or other indications of the quality of the experience such as duration, products purchased, and tips. These determined qualities may be used to improve customer service and/or to provide feedback to employees about their customer service performance and/or to determine the ROI of a marketing campaign.