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Chronicles

The story behind the story

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A look at Eightfold AI, which uses AI to help companies find, recruit, and retain workers, and the startup's challenges, like a slowing economy and new AI rules

Steve Lohr / New York Times : Tweets: @kevinokeefe , @stevelohr , and @stevelohr Tweets: Kevin O'Keefe / @kevinokeefe : U.S. and EU laws may clamp down on the use of AI by employers for decisions like hiring, promoting and charting career paths for workers, putting at risk the companies offering such software. https://www.nytimes.com/... from @nytimes' @SteveLohr https://twitter.com/... Steve Lohr / @stevelohr : “The spirit of skills-based hiring is absolutely the right direction. But there are a lot of questions about how to do it well and fairly.” - Andrea Jones-Rooy, a professor at the NYU Center for Data Science https://www.nytimes.com/... Steve Lohr / @stevelohr : If the move toward skills-based hiring and career building is going to succeed, something like the start-up Eightfold has to work. But there are a host of challenges. https://www.nytimes.com/...

New York Times Steve Lohr

Context & Ripple Effects

The New York Times profiles Eightfold AI at a moment when the ground beneath AI recruiting software is shifting. The company sells tools that help employers find, recruit, retain, and chart career paths for workers — but U.S. and EU lawmakers are moving to constrain exactly those decisions. New York City set the template with its bias-audit mandate passed in late 2021, and enforcement begins this July.

That makes Eightfold's timing doubly awkward: a slowing economy threatens the hiring demand its software depends on, while compliance obligations like NYC's candidate-notification and independent-bias-audit requirements add cost and legal exposure for every employer customer. The story also lands mid-arc in a longer contest — since at least 2020, universities have been coaching students to impress the algorithms vetting their applications.

First-order effects

  • Employers using Eightfold's tools in New York City now face notification duties and annual independent bias audits before they can keep running AI-driven screening, turning a software purchase into a recurring compliance program.
  • A cooling hiring market shrinks the deal flow Eightfold's platform monetizes, pressuring growth just as prospective buyers weigh new regulatory liability from the same purchase.

Second-order effects

  • Rival HR-tech vendors are pushed to make auditability and bias documentation a selling feature rather than an afterthought, since NYC-style rules effectively gate which products enterprises can deploy.
  • Jobseekers and career counselors respond on the other side of the market, optimizing applications for algorithmic screeners — an arms race that degrades trust in automated hiring for everyone.

Third-order effects

  • If U.S. and EU rules tighten as signaled, AI hiring vendors split into those engineered for auditability and those locked out of regulated markets, consolidating HR tech around compliance-capable platforms.
  • Regulation of workplace AI decisions — hiring, promotion, career pathing — becomes a standing cost of doing business for enterprise software, shaping what such systems are allowed to automate at all.

The trend: AI hiring software is entering a regulated phase in which audit requirements and economic cycles, not product capability alone, determine which vendors survive.

Discussion

  • @kevinokeefe Kevin O'Keefe on x
    U.S. and EU laws may clamp down on the use of AI by employers for decisions like hiring, promoting and charting career paths for workers, putting at risk the companies offering such software. https://www.nytimes.com/... from @nytimes' @SteveLohr https://twitter.com/...
  • @stevelohr Steve Lohr on x
    “The spirit of skills-based hiring is absolutely the right direction. But there are a lot of questions about how to do it well and fairly.” - Andrea Jones-Rooy, a professor at the NYU Center for Data Science https://www.nytimes.com/...
  • @stevelohr Steve Lohr on x
    If the move toward skills-based hiring and career building is going to succeed, something like the start-up Eightfold has to work. But there are a host of challenges. https://www.nytimes.com/...