Business & commerce US 20,250,278,770 A1 Under examination

Techniques to personalize content using machine learning

This invention outlines a system that learns about a user's online behavior to understand their needs and timing. It uses advanced AI to predict a user's current interaction point and their stage in making a decision, then employs another AI to adapt existing content specifically for that moment. The claims specify that the AI regenerates content from a database rather than creating it from scratch.

Why it matters: LLM capabilities for nuanced content regeneration have advanced significantly, making the personalized adaptation of existing content more effective and seamless than in 2024. This improves the quality and relevance of the generated content for specific user contexts.

Status: Under examinationA pending application. It has not been granted, and it has not been abandoned.
How hard to build: SpecializedHeavy software system, GNN, LLM, knowledge graph

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