Definition
In the context of RAG and AI Agents, demographic targeting refers to the systematic use of user metadata—such as role, location, or expertise level—as hard or soft constraints during the retrieval phase to filter vector search results and customize LLM system prompts.
Not for digital ad placement; it is for metadata-driven retrieval filtering and agent persona alignment.
"A set of specialized lenses for a camera that filter out irrelevant parts of a scene based on the user's specific credentials."
- Metadata Filtering(Underlying Mechanism)
- Contextual Retrieval(Parent Framework)
- Multi-tenancy(Architectural Pattern)
- System Prompting(Agent Customization Tool)
Conceptual Overview
In the context of RAG and AI Agents, demographic targeting refers to the systematic use of user metadata—such as role, location, or expertise level—as hard or soft constraints during the retrieval phase to filter vector search results and customize LLM system prompts.
Disambiguation
Not for digital ad placement; it is for metadata-driven retrieval filtering and agent persona alignment.
Visual Analog
A set of specialized lenses for a camera that filter out irrelevant parts of a scene based on the user's specific credentials.