A new platform called Stud or Dud aggregates public records to provide background reports on potential dating matches, sparking debate over safety, privacy, and the accuracy of automated data.

Key facts
- •Stud or Dud requires only a name or phone number to generate a background report on a potential date.
- •The platform aggregates data from courthouse documents, tax liens, bankruptcy filings, and social media.
- •FBI data indicates that romance scams resulted in over $40 million in losses for San Francisco residents in 2025.
- •A 2023 Pew Research Center survey found that 48 percent of US adults believe online dating is safe.
- •The platform is a subscription-based service created by the data broker company PeopleFinders.com.
PeopleFinders has launched a new platform called Stud or Dud, designed to help dating app users screen potential matches. By requiring only a name or phone number, the service aggregates public records, including bankruptcy filings, criminal history, and property ownership, to generate a profile of an individual. The platform, which launched today in the US, aims to provide transparency for daters navigating the risks of meeting people online.
By the numbers
How the Platform Operates
The service organizes data into four primary categories: finances, property assets, employment history, and criminal background. Each report includes an AI-generated overview and identifies potential 'red' or 'green' flags, such as sex offender registry listings or eviction records. Additionally, the site features an AI assistant dubbed the 'dating detective' to provide users with advice and tips for first dates.
Privacy and Safety Concerns
Critics, including Eva Galperin of the Electronic Frontier Foundation, have raised concerns that such tools could be exploited by stalkers and may not effectively identify dangerous individuals. Because the US lacks comprehensive digital privacy laws, the data broker industry remains largely unregulated. Furthermore, experts note that search results can contain outdated or false information, which could negatively impact an individual's ability to secure housing or employment if the data is misinterpreted.
Industry Context and Accuracy
PeopleFinders CEO Amber Higgins acknowledges that public records can be inaccurate and that the tool cannot guarantee a person's safety. She describes the service as a 'sidekick' meant to confirm trust rather than replace personal safety precautions. While the company allows individuals to request the removal of their information from the site, users are not notified when their documents are shared or searched by others.
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This article was independently rewritten by ManyPress editorial AI from reporting originally published by Wired.


