Generative AI
Generative AI refers to artificial intelligence systems capable of creating new content — text, images, audio, or code — based on patterns learned from training data.
In Depth
Generative AI is the technology category that transformed customer support from reactive script-following to proactive, creative problem-solving. Unlike discriminative AI that classifies or categorizes inputs, generative AI produces original outputs tailored to each situation. In customer support, generative AI composes unique responses for every customer interaction, creates personalized troubleshooting guides, generates internal documentation from resolved tickets, drafts knowledge base articles, and even creates training materials for new agents.
The key advantage is adaptation — generative AI adjusts its output based on the customer's tone, language, expertise level, and specific situation, producing responses that feel personally crafted rather than templated.
Related Terms
Large Language Model
A large language model (LLM) is a deep learning model trained on vast amounts of text data that can understand, generate, and reason about human language with remarkable fluency.
AI Agent
An AI agent is an autonomous software entity that perceives its environment, makes decisions, and takes actions to achieve specific goals without continuous human intervention.
Natural Language Generation
Natural Language Generation (NLG) is the process by which AI systems produce coherent, contextually appropriate human language text from structured data or internal representations.
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