As artificial intelligence (AI) advances, two notable technologies have risen to prominence, each offering distinct capabilities and serving unique functions: semantic search and generative AI. While both have revolutionized the way we interact with data and information, they operate based on different principles and are designed for separate purposes. This interesting topic came to us from diginomica and their article “Why semantic search is a better term than understanding for gen AI.”
Semantic search is an advanced technique that enhances search accuracy by interpreting the contextual meaning of queries and content. Unlike traditional keyword-based searches that focus on exact word matches, semantic search seeks to understand the intent behind the words and the context in which they are used.
On the other hand, generative AI is a branch of AI dedicated to creating new content, whether in the form of text, images, music or other types of data. This technology relies on machine learning models, particularly neural networks, to generate content that closely resembles the data on which it was trained.
Both semantic search and generative AI are groundbreaking technologies within the AI field, each with its own set of strengths and applications. Semantic search improves the relevance and accuracy of search results by grasping the context and intent behind user queries. In contrast, generative AI is focused on producing new content by learning and replicating patterns found in existing data. Although they both utilize natural language processing (NLP) and exhibit a level of context awareness, their core functions and underlying mechanisms are distinct. Recognizing these differences is key to effectively applying these technologies, whether for enhancing search capabilities or creating innovative content.
Data Harmony is our patented, award-winning AI suite that employs explainable AI for efficient, innovative and precise semantic discovery of new and emerging concepts, helping you find the information you need exactly when you need it. Data Harmony is more than just a simple editor; it is a comprehensive suite of tools designed to support your semantic search journey.
Melody K. Smith
Sponsored by Access Innovations, the intelligence and the technology behind world-class explainable AI solutions.