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Fama Unveils Policy-Based AI Screening Product on WRKdefined Podcast

By Burstable Editorial Team•
Fama publicly debuted Fama Lens, a policy-based AI screening system it says makes every hiring decision traceable to documented employer governance, as legal scrutiny of AI in hiring intensifies.
Fama Unveils Policy-Based AI Screening Product on WRKdefined Podcast

Fama used an appearance on the You Should Know podcast to publicly announce Fama Lens, a new product category the company describes as policy-based screening. The episode, published November 4, 2026 and hosted by Ryan Leary and William Tincup on the WRKdefined Podcast Network, featured Fama founder and CEO Ben Mones in a wide-ranging conversation about how artificial intelligence is reshaping social media screening in hiring.

The announcement lands at a moment of rising legal pressure on employers over their use of AI in hiring. Vendors are increasingly being asked to demonstrate that their systems are explainable, auditable, and anchored to documented employer policy, and Fama is positioning Lens as a direct answer to that demand. According to the episode, the product deconstructs a customer's governance policy into a multi-agent consensus architecture, with each agent decision traceable back to a specific policy element.

Mones was explicit about the limits of the system. "We're still not scoring people. We're not giving you like a yes or a no. It's not a thumbs up or a thumbs down. But instead what this is, is like a fully auditable, fully observable, fully traceable AI system," he told Tincup. He added that Fama now ships customers the governance policy for the software itself, including kill switches and active model drift controls, alongside the policy the customer drafted.

The conversation traced Fama's evolution from its 2015 launch of flags-and-keywords screening to the current agentic model, and highlighted why context matters in automated review. Tincup and Mones noted that KKK in Portuguese often means laughter rather than a hate group reference. They also described a Fama test that flagged an ice cream cake recipe because it contained rum, for an influencer vetting client marketing to children.

Real-world edge cases punctuated the discussion, including a customer service applicant who had publicly criticized Verizon and Chili's, a principal posting racist content about students, and a doctor allegedly selling body parts on Twitter. They revisited a 2020 engagement in which Fama helped a UK health agency vet nurses administering COVID vaccinations, using keywords tied to Bill Gates and WHO conspiracy content. Mones also addressed the surge in identity verification driven by North Korean applicant fraud, citing State Department guidance to employers and background screeners.

For employers, the practical takeaway is that screening design choices carry legal and reputational weight. The episode examined where screening belongs in the hiring funnel, whether at shortlist, conditional offer, or annual rescreening, a decision that shapes both compliance exposure and candidate experience. Mones also relayed advice from the founder of Indeed about staying focused on a core product, a theme that runs through Fama's shift toward policy-anchored systems.

The episode is available on the wrkdefined.com/podcast/you-should-know show, which the network says reaches more than 3.9 million verified listeners each month.

Burstable Editorial Team

Burstable Editorial Team

@burstable

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