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AI agent

As explained in First-Party Data Activation

A software system that uses artificial intelligence to perceive context, make decisions, and execute tasks toward goals with limited direct supervision.

An AI agent is a role-specific instance of an AI model that operates within a defined context, makes decisions, and takes actions for a system or its users. In marketing, agents can turn fragmented tools into coordinated workflows rather than isolated applications. section 9.3.2 section 9.3

The practical value lies in delegated work: agents can use programmatic integrations to direct actions inside a product and across other products. Greater autonomy also increases the need for human-AI experience design, governance, and controls. section 9.3.2 section 9.3

A marketing platform may assign agents distinct responsibilities:

  • Data Agent learns the organization’s cloud data, describes fields, and assesses which data could support an audience. section 9.3.2
  • Audience Agent creates campaign segments from history, traits, and attributes, then suggests additions as insights arrive. section 9.3.2
  • Journey Agent builds personalized omnichannel journeys, selects channels and timing, and proposes performance-based optimizations. section 9.3.2
  • Insights Agent uses historical and real-time performance data to help produce actionable recommendations. section 9.3.2

From software screens to agentic workflows

An AI-native marketing platform could infer a unified customer data model, let users adjust the result through natural language, and then coordinate audience, journey, and insight tasks through specialized agents. section 9.3.2 section 9.3

How First-Party Data Activation covers it

How deep it goes
Defines roles, contexts, decisions, actions, integrations, and controls, then illustrates them through specialized marketing agents.
Examples
Uses Data, Audience, Journey, and Insights Agents to demonstrate data interpretation, segmentation, journey design, and performance recommendations.
What you can do after
Evaluate/understand where delegated AI actions can coordinate marketing workflows and where governance and human controls remain necessary.
How it connects
Connects AI agents with generative AI, AI-native products, AI-driven workflows, customer data platforms, personalization, and governance.

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This explainer was generated by Manning's knowledge graph from the text of First-Party Data Activation. The section links point to the parts of the book it draws on.