Systems, methods, and computer program products can provide visual guidance on presenting content on a media surface of a venue. These systems, methods, and computer program products can operate by mapping visual content onto a media surface of the venue and a key feature unique to the visual content and/or the media surface being extracted. Thereafter, these systems, methods, and computer program products can retrieve an experiment metric corresponding to the visual content and/or the media surface and can determine a viewer location metric and/or a media surface metric based on the experiment metric and the key feature. These systems, methods, and computer program products can utilize the viewer location metric and/or the media surface metric to provide a hint of the attribute to a user.