AI Ad Targeting Research: LLMs, Knowledge Graphs & Ad Auctions episode artwork

EPISODE · Jun 2, 2026 · 19 MIN

AI Ad Targeting Research: LLMs, Knowledge Graphs & Ad Auctions

from AI & Marketing Research Radar

``` === AI MARKETING RESEARCH RADAR === === TODAY'S RADAR QUESTION === AI is already inside your ad stack — but are platforms using it as a scalpel or a sledgehammer? This episode digs into three new studies asking whether LLMs actually improve ad targeting in production, what happens when too many brands fight for control of an AI's recommendations, and how wiring a knowledge graph into your ad engine could make it both smarter and 24% faster. === PAPERS COVERED === 1. Fine-Tuned LLM as a Co -- This is a first-pass research briefing, not a final academic review. Read the original papers before making major marketing or business decisions. AI & Marketing Research Radar is produced by BigPlans Media. Subscribe wherever you listen to podcasts.

Episode metadata supplied by the publisher feed · Published Jun 2, 2026

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``` === AI MARKETING RESEARCH RADAR === === TODAY'S RADAR QUESTION === AI is already inside your ad stack — but are platforms using it as a scalpel or a sledgehammer? This episode digs into three new studies asking whether LLMs actually improve ad targeting in production, what happens when too many brands fight for control of an AI's recommendations, and how wiring a knowledge graph into your ad engine could make it both smarter and 24% faster. === PAPERS COVERED === 1. Fine-Tuned LLM as a...

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AI Ad Targeting Research: LLMs, Knowledge Graphs & Ad Auctions

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