What the study found
The study found evidence for both equalization and normalization in the use of visual generative AI (AI that creates images and videos) during the 2025 German federal election. Minor parties used it more often than major parties, but the higher engagement linked to AI posts did not give minor parties a larger advantage.
Why the authors say this matters
The authors conclude that the findings help explain how emerging communication technologies interact with party system structures. They also say the results have implications for regulatory approaches to synthetic political content.
What the researchers tested
The researchers examined Facebook and Instagram posts from 37 German parties in the four weeks before election day. They used a semi-automated AI detection method that combined automated classification with manual validation, and analyzed nearly 1,000 visual generative AI images and videos from about 400 party accounts.
What worked and what didn't
On adoption, minor parties used visual generative AI at higher rates than major parties, which supports the equalization hypothesis that low-cost technologies can help resource-constrained actors produce professional campaign visuals. On content strategy, mainstream major parties disclosed AI origins more often than minor parties or the Alternative for Germany, and the Alternative for Germany stood out for extensive use of photorealistic imagery, citizen depictions, criminal portrayals, and negative tone. On engagement, visual generative AI posts were associated with higher user engagement than non-AI posts, but this advantage appeared to accrue equally to major and minor parties rather than reducing differences between them.
What to keep in mind
The abstract does not describe limitations in detail. The findings are based on one election, two platforms, and a four-week period before election day.
- Minor parties used visual generative AI more often than major parties.
- AI posts were associated with higher user engagement than non-AI posts.
- That engagement advantage was similar for major and minor parties.
- Mainstream major parties disclosed AI use more often than minor parties or the Alternative for Germany.
- The Alternative for Germany used more photorealistic, citizen-focused, criminal, and negative imagery.

