Abstract: Generating branching candidate video elements is disclosed, including: obtaining a first set of candidate video elements from a model by prompting the model using a first prompt including at least base data, a first modifying action, and video creator-specific information; causing the base data and the first set of candidate video elements to be presented with first branching relationships at a user interface; receiving, via the user interface, a selected candidate video element from the first set of candidate video elements and a second modifying action; obtaining a second set of candidate video elements from the model by prompting the model using a second prompt including at least the selected candidate video element, the second modifying action, and the video creator-specific information; and causing the selected candidate video element and the second set of candidate video elements to be presented with second branching relationships at the user interface.

Abstract: Embodiments of generation of candidate video elements are disclosed, including: receiving a requested video element type for a video creator user; deriving representative data associated with a set of seed videos; generating a prompt based at least in part on the requested video element type, the representative data associated with the set of seed videos, and a random input; inputting the prompt into a large language model that has been customized for the video creator user; and presenting a set of candidate video elements that has been output by the large language model.

Abstract: Determining a video audience is disclosed, including: identifying a set of videos based at least in part on a received criterion; querying a video database to retrieve engagements associated with each of at least a subset of the set of videos; identifying a set of audience members associated with the engagements associated with each of the at least subset of the set of videos; and querying a user database to gather events associated with each of at least a subset of the set of audience members.

Abstract: Determining a video audience is disclosed, including: identifying a set of videos based at least in part on a received criterion; querying a video database to retrieve engagements associated with each of at least a subset of the set of videos; identifying a set of audience members associated with the engagements associated with each of the at least subset of the set of videos; and querying a user database to gather events associated with each of at least a subset of the set of audience members.

Abstract: Determining a video audience is disclosed, including: identifying a set of videos based at least in part on a received criterion; querying a video database to retrieve engagements associated with each of at least a subset of the set of videos; identifying a set of audience members associated with the engagements associated with each of the at least subset of the set of videos; and querying a user database to gather events associated with each of at least a subset of the set of audience members.