The explosion of embedding-based applications created a need for specialized infrastructure for vector operations, giving rise to the vector database category, with companies like Pinecone at the forefront. However, the industry has evolved towards a convergence where traditional search engines are incorporating vector capabilities, recognizing that vector search alone is insufficient for practical, real-world use cases.
