Three new papers reveal how AI pricing algorithms can quietly collude, how LLMs alienate minority audiences, and why ad retrieval logic differs from organic feeds — with practical audit steps for marketers.
Three peer-reviewed studies examine generative AI in small business content, ethical governance frameworks, and cooperative brand strategy — with an honest read on what the evidence actually supports.
Three new studies probe AI chatbot advertising bias, LLM cultural awareness in ad copy, and generative AI content efficiency — with clear limits marketers need to know.
