Fama, a provider of social media screening for hiring, has announced a new product category it calls policy-based screening, centered on a tool named Fama Lens. The announcement was made public for the first time on the You Should Know podcast, hosted by Ryan Leary and William Tincup on the WRKdefined Podcast Network, in an episode published November 4, 2026. The timing is significant for vendors across the HR technology landscape: employers face increasing legal pressure around AI in hiring, and vendors are being asked to demonstrate that their systems are explainable, auditable, and anchored to documented employer policy.
In the conversation, Fama founder and CEO Ben Mones traced the company's evolution from its 2015 launch of flags-and-keywords screening to what he described as an agentic model. Fama Lens deconstructs a customer's governance policy into a multi-agent consensus architecture. According to Mones, every agent decision is traceable back to a specific policy element, and 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.
Mones was blunt about the product's limits. "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. The emphasis on auditability comes as regulators and litigants increasingly scrutinize automated hiring tools for bias and lack of transparency.
The episode also highlighted why regional and contextual nuance matters in screening. Mones noted that "KKK" in Portuguese often means laughter, not a hate group, and shared an example in which a Fama test flagged an ice cream cake recipe because it contained rum for an influencer vetting client marketing to kids. Such edge cases illustrate the risks of keyword-based screening and the appeal of policy-driven, multi-agent systems that can weigh context.
The discussion covered where screening should sit in the hiring funnel, whether at shortlist, conditional offer, or annual rescreening, and pulled in real-world cases, including 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. Mones also discussed 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, and addressed the surge in identity verification driven by North Korean applicant fraud, referencing State Department guidance to employers and background screeners.
For employers, the announcement signals a shift toward AI screening tools that can be tied directly to written policy and audited after the fact, a potential competitive differentiator as legal scrutiny intensifies. For vendors selling into HR, the message is that explainability and traceability are becoming procurement requirements rather than differentiators, and that tools built on opaque scoring models may face harder questions from buyers who must defend their hiring systems to regulators and litigants. The full conversation is available on the wrkdefined.com/podcast/you-should-know episode, which reaches more than 3.9 million verified listeners each month.
