Kapwing Research Lab

Original studies on video, AI, social media, and digital culture

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Latest study

Published in January 2026

AI Diversity Report: Race and Gender Bias in AI-Generated Videos

Kapwing’s latest research examines how race and gender are represented across leading generative video tools — and what the patterns reveal about fairness, visibility, and who gets to see themselves in AI-created content.

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Kapwing analyzed video output from Google's Veo 3, OpenAI’s Sora 2, Kling and Hailuo Minimax.

By the numbers

89.1%

of AI-generated CEOs were depicted as men

70.1%

of people shown for the prompt “a single mother” were depicted as white

77.3%

of people shown in high-paying jobs were depicted as white

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Video is changing fast. We study it.

A global analysis of AI slop and brainrot videos on YouTube, including views, subscribers, and estimated revenue

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See All Tools
Kapwing's report on AI slop

Key findings from our studies

Investigating AI, video, media, and digital culture

21–33%

of a new YouTube Shorts feed may be AI slop or brainrot (AI Slop)

230,794

prompts used Alphonse Mucha’s name on Midjourney (Prompt Study)

$2.54M

estimated annual earnings for top virtual influencer Lu of Magalu (AI Influencers)

1,131 dubs

for Jesus (1979), the most dubbed movie studies (Dubbing Study)

206 WPM

makes Brooklyn Nine-Nine the hardest subtitles to read (Subtitles Research)

13,399

searches per million made South Korea the top country for deepfake interest (Findings)

About the Kapwing Research Lab

Over 1,000 study citations across press, blogs, newsletters, and academic sources

Independent studies on the tools, trends, and media behaviors shaping online video

Kapwing's Research Lab publishes original, data-led studies on AI-generated content, video creation, platform trends, accessibility, and digital culture.


Our reports explore how technology is changing what people make, what platforms promote, and what audiences actually see in video format.


We publish research for creators, marketers, educators, journalists, and anyone trying to understand the fast-moving world of online media.


Our studies have made global impact with coverage including The Guardian, BBC, MSN, Quartz, and more


If you're trying to understand what's actually happening to online video, you're in the right place.

Independent studies on the tools, trends, and media behaviors shaping online video

Coming up next

Industry-leading reports, data analyses, and original research in 2026

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AI Slop on TikTok

How low-quality AI content is spreading across TikTok and what it means for creators, viewers, and the algorithm

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AI Music Industry

The most-streamed and top-earning artists using AI to make music, and what the numbers tell us about where the industry is heading

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AI ASMR

AI ASMR has surged in popularity over the last two years. What sounds do humans enjoy the most and what is the psychology behind it?

Just the FAQs

Frequently Asked Questions

We have answers to the most common questions that our users ask.

What is Kapwing Research Lab?

Kapwing Research Lab is a collection of original studies and reports on AI-generated media, video trends, social platforms, accessibility, and digital culture.

What kinds of studies are included?

The page features research on topics including AI bias, AI slop, deepfakes, virtual influencers, AI-generated video prompts, subtitle readability, dubbing trends, and synthetic media.

How often is Kapwing Research updated?

Reports are added as they are published, and we aim to produce 3-6 new studies every year. The latest study section highlights the newest release.

Can I cite Kapwing Research in my own work?

Yes. Journalists, educators, creators, marketers, and researchers are welcome to reference Kapwing’s published studies with attribution.

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