Online dating usually starts with a profile and a handful of messages, leaving little to verify before a first meeting. PeopleFinders, the data broker behind PeopleFinders.com, aims to close that gap with Stud or Dud, a subscription website that assembles public records into a background report for a potential date. Wired reported on Aug. 26, 2026 that the service launched in the US that day.
How Stud or Dud Builds a Dating Profile
According to Wired, the platform uses "public records, publicly available information, and other permitted sources" to create a profile of a potential match. A search requires only a name or phone number, and the aggregated data is presented in a single report divided into four categories:
| Report category | Data it aggregates |
|---|---|
| Finances | Bankruptcy filings, tax liens |
| Property or assets owned | Pre-foreclosure data |
| Employment history | Employment records |
| Criminal background | DUI, prison time, sex offender registry |
The report also draws on courthouse documents, phone directories, social media posts, and more, Wired reported. Each report includes an AI-generated overview, and the tool flags what it determines to be red or green flags. Criminal records such as a DUI or time in prison automatically signal a red flag.
AI Overviews and the "Dating Detective"
PeopleFinders CEO Amber Higgins told Wired the reports are intentionally prescriptive: "We give enough information for the user to determine, is that really a red flag for them or not? And that all kind of speaks to your lifestyle expectations." Users can also chat with an AI assistant called "the dating detective" when they want more tips for first dates or general advice, according to Wired.
Why PeopleFinders Built It
Wired reported that one of the biggest historical use cases of PeopleFinders.com has been online dating safety. Higgins said:
"Modern dating has changed dramatically, and the tools people have used to establish trust haven't kept pace. People are meeting across dating apps, social media, DMs. They have very little context of who's actually on the other side."
She recommends that people use the subscription service as a "sidekick" to the apps, adding: "This is meant to confirm your trust about a dating profile."
The safety stakes are real: according to the FBI, daters in San Francisco lost more than $40 million to romance scams in 2025.
Privacy Experts Are Concerned
Not everyone is convinced the tool works. Eva Galperin, director of cybersecurity at the digital privacy nonprofit Electronic Frontier Foundation, told Wired: "Obviously, there are a lot of problems with a site like this, starting with its potential use by stalkers." After running her own tests with different names and numbers, Galperin said the site did not seem to be good at the very thing it claims to do well, Wired reported.
Wired also noted the platform assumes the person doing the searching is the one at risk, but that may not always be the case.
PeopleFinders is packaging public-record aggregation it already performs through PeopleFinders.com into a dating-specific product. For enterprises evaluating identity-verification or background-check vendors, Wired's reporting offers two useful data points: the service aggregates court documents, bankruptcy filings, tax liens, and social media posts into one report, and an independent security researcher found its accuracy unreliable. Both factors matter when choosing any vendor that handles personal data.
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