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Generative AI

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D2

Generative AI is a class of AI models that generates derived synthetic content by emulating structures and characteristics of input data.

Review status: 2026-11-26

Technical explanation

Its outputs can include text, images, video, audio, or other digital content, so generation describes an output capability rather than one model architecture.

Conceptual boundaries

Generative AI is not synonymous with an LLM, because language models focus on language while generative outputs can span more than text.

Provider-neutral example

A communications team can ask a system to draft text and separately ask for an image concept, then review both before use.

Limitations

The listed output modalities are illustrative; a generative model does not need to produce all of them.

Related concepts

Atomic claims and evidence

  1. 1.1NIST AI 600-1, Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile
    Source
    NIST AI 600-1, Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile
    Source role
    Authoritative source
    Exact locator
    Introduction p. 1, footnote 1: Generative AI definition
    Supported claim
    Generative AI is defined as a class of AI models that emulate the structure and characteristics of input data to generate derived synthetic content.
    Last verification
    Review due
    Scope limitation
    This is the definition quoted by the NIST profile from the cited Executive Order.
  2. 2.1NIST AI 600-1, Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile
    Source
    NIST AI 600-1, Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile
    Source role
    Authoritative source
    Exact locator
    Introduction p. 1, footnote 1: included digital content modalities
    Supported claim
    The cited definition includes images, videos, audio, text, and other digital content among possible generative-AI outputs.
    Last verification
    Review due
    Scope limitation
    The list illustrates output modalities and does not require every generative model to produce every modality.