What it is
Generative AI refers to a category of artificial intelligence models, such as large language models (LLMs) and diffusion models, capable of producing novel outputs. Unlike discriminative AI, which classifies or predicts based on input data, generative models learn the underlying patterns and structures of their training data to generate entirely new instances that resemble the original data but are not direct copies. This capability extends across various modalities, enabling the creation of unique and contextually relevant content.
Generative AI is a major driver of innovation in technology and media, impacting industries from content creation to software development. Companies are integrating generative AI into products like chatbots for customer service, tools for drafting marketing copy, and applications for designing art or music. Its rapid advancements and broad applicability have led to increased investments in AI startups and significant shifts in how enterprises approach productivity and content creation, influencing market sentiment and tech sector growth.
Why it matters
Generative AI creates new content, driving innovation across many industries, and thus shapes future market leaders and investment trends.
Reviewed under editorial standardsUpdated September 26, 2026Not investment advice