Abstract: Aspects of the disclosure are directed to methods and systems for short form previews of long form media items. A server can provide, to an artificial intelligence (AI) model, a long form media item to be shared with users. The server can receive, from the AI model, one or more frames that are predicted to contain content that is of interest to the users. The server can extract a segment of the long form media item that corresponds to the one or more frames, where the extracted segment corresponds to a short form media item preview. The short form media item preview can be provided for presentation to the users.

Abstract: An embodiment of the present invention is directed to a Channel Dynamic Multifactor Authentication. This solution provides the capability to select a multifactor authentication channel (e.g., email, SMS, etc.) dynamically based on multiple sources of risk scoring input data. The risk decision engine may determine an optimal lowest risk delivery channel for delivery of a one-time passcode and/or implement an additional or alternative mechanism for user authentication or verification.

Abstract: An embodiment of the present invention is directed to a Channel Dynamic Multifactor Authentication. This solution provides the capability to select a multifactor authentication channel (e.g., email, SMS, etc.) dynamically based on multiple sources of risk scoring input data. The risk decision engine may determine an optimal lowest risk delivery channel for delivery of a one-time passcode and/or implement an additional or alternative mechanism for user authentication or verification.