Machine learning US 20,250,278,645 A1 Under examination

Autonomous recommendation systems using machine learning

This system helps people find products by learning from their past choices and interactions. It builds a dynamic map of connections between users and products, then uses artificial intelligence to predict what someone might want. The system actively asks interactive questions and uses a conversational agent to understand user preferences, especially for digital products, continuously refining its recommendations based on feedback.

Why it matters: Rapid advancements in large language models since 2025 make the conversational agent and interactive preference gathering significantly more robust, especially for digital products.

Status: Under examinationA pending application. It has not been granted, and it has not been abandoned.
How hard to build: SpecializedMachine learning, knowledge graph, NLP, conversational AI

3 AI reinvention directions for this patent

See all three

AI gives you a few directions you could take this. Pick one, and we check whether your version is different enough to patent, then write the filing.

Reinvent this with AI

Where this one came from

Every morning we go through millions of abandoned patents and pick out 15 worth your time. This was one of today’s.

+10