Fama Debuts Policy-Based AI Screening With New 'Lens' Product

The You Should Know podcast, hosted by Ryan Leary and William Tincup on the WRKdefined Podcast Network, welcomes Ben Mones, founder and CEO of Fama, for a wide-ranging conversation on how AI is reshaping social media screening in hiring. Published November 4, 2026, the episode centers on Fama's first-time public announcement of Fama Lens, a new product category the company calls policy-based screening. The timing matters: employers are under mounting legal pressure around AI in hiring, and vendors are being asked to prove their systems are explainable, auditable, and anchored to documented employer policy.

Tincup and Mones trace Fama's arc from the 2015 launch of flags-and-keywords screening to today's agentic model. Listeners get specifics on several threads:

• How Fama Lens deconstructs a customer's governance policy into a multi-agent consensus architecture.
• Why regional context matters, including why KKK in Portuguese often means laughter, not a hate group.
• How a Fama test flagged an ice cream cake recipe because it contained rum for an influencer vetting client marketing to kids.
• Where screening should sit in the funnel: shortlist, conditional offer, or annual rescreening.

Mones is blunt about what the new product does and does not do. "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 tells Tincup. He adds that every agent decision is traceable back to a specific policy element, and 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 pulls in real-world edge cases Mones and Tincup have seen across years in HR tech: a customer service applicant who had publicly flamed Verizon and Chili's, a principal posting racist content about students, and a doctor allegedly selling body parts on Twitter. They dig into the 2020 UK health agency engagement in which Fama helped vet nurses administering COVID vaccinations, using keywords tied to Bill Gates and WHO conspiracy content. Mones also addresses the explosion of identity verification driven by North Korean applicant fraud, referencing State Department guidance to employers and background screeners, and notes advice he once received from the founder of Indeed about staying focused on a core product.

You Should Know is a WRKdefined Podcast Network show based in Arlington, Texas, co-hosted by Ryan Leary and William Tincup. It reaches more than 3.9 million verified listeners each month with candid conversations on leadership, workforce dynamics, career mobility, and the technology reshaping hiring. Learn more and subscribe at wrkdefined.com/podcast/you-should-know. This episode is available now wherever podcasts are heard.

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