Abstract: A method and system for querying a video by incorporating video analytics and large language models (LLM). The method may include the following steps: receiving a video stream having a sequence of frames and including one or more objects; applying video analytics algorithms to the video stream, to yield video analytics features indicative of the one or more objects; receiving a user query comprising a verbal or auditory enquiry relating to the one or more objects in the video stream; carrying out a selection of at least one of the one or more objects in the video stream; generating, a prompt which is usable as a query for a large language model (LLM), based on: the user query, the video analytics features, and the selection of the at least one of the one or more objects; and applying, the prompt to the LLM, to yield an LLM response.

Abstract: The present invention provides a system and method for optimizing a message. Components of a starting message are identified, and at least one rule is applied for modifying at least one message component to create at least one variation of the starting message. Message variants are tested by sending each variant to a sample of people and measuring a response rate for each sent message variant. The measured response rates are used to create an optimal version of the message. In one embodiment, message variants may be created and tested in multiple rounds.

Abstract: The present invention provides a system and method for optimizing a message. Components of a starting message are identified, and at least one rule is applied for modifying at least one message component to create at least one variation of the starting message. Message variants are tested by sending each variant to a sample of people and measuring a response rate for each sent message variant. The measured response rates are used to create an optimal version of the message. In one embodiment, message variants may be created and tested in multiple rounds.

Abstract: The present invention provides a system and method for optimizing a message. Components of a starting message are identified, and at least one rule is applied for modifying at least one message component to create at least one variation of the starting message. Message variants are tested by sending each variant to a sample of people and measuring a response rate for each sent message variant. The measured response rates are used to create an optimal version of the message. In one embodiment, message variants may be created and tested in multiple rounds.

Abstract: The present invention provides a system and method for optimizing a message. Components of a starting message are identified, and at least one rule is applied for modifying at least one message component to create at least one variation of the starting message. Message variants are tested by sending each variant to a sample of people and measuring a response rate for each sent message variant. The measured response rates are used to create an optimal version of the message. In one embodiment, message variants may be created and tested in multiple rounds.