Researchers Test Whether Explaining AI Use In Ads Helps. Spoiler: Framing Matters.

Researchers examined how consumers respond to AI disclosures in advertising when framed around different beneficiaries: the consumer, the company, or others. Participants were randomly assigned to one of three beneficiary framings and shown Instagram-style car brand advertisements built from AI-generated social media posts. The study, published in the Journal of Marketing Analytics, tested whether explanatory disclosures can mitigate the negative reactions that prior research has documented.

This demonstrates framing theory, the well-established finding that how you present information changes how people process it. The specific mechanism here is beneficiary framing: telling someone AI benefits them versus the company activates entirely different evaluative responses. The practical lesson is that disclosure is not binary. The words around the disclosure determine whether consumers feel informed or manipulated.

The research was published in the Journal of Marketing Analytics. The experimental design used Instagram-style advertisements for a car brand with AI-generated social media content, with participants assigned to consumer, company, or other beneficiary framings.