
Prior Art Search Software: Why RAG and Domain Ontologies Are Replacing Basic Semantic Search
This guide examines prior art search software architecture, explaining how retrieval-augmented generation, domain-specific ontologies, and large language models are replacing basic semantic search. It covers the limitations of embedding-based similarity for technical domains, how ontologies enable structured technical retrieval, RAG approaches to AI-powered synthesis, and enterprise infrastructure requirements for integrating prior art intelligence into AI-powered R&D workflows.

Prior Art Search Software: Why RAG and Domain Ontologies Are Replacing Basic Semantic Search
This guide examines prior art search software architecture, explaining how retrieval-augmented generation, domain-specific ontologies, and large language models are replacing basic semantic search. It covers the limitations of embedding-based similarity for technical domains, how ontologies enable structured technical retrieval, RAG approaches to AI-powered synthesis, and enterprise infrastructure requirements for integrating prior art intelligence into AI-powered R&D workflows.


