Behind each instruction, Rio's agents are doing the substantive work: pulling candidate data, writing and sending outreach, updating pipeline stages, and notifying relevant team members. The recruiter and Alex's team remains in control of every decision, but the execution happens without them having to manage it.

A recruiter on Contrario’s platform identified Adithya Sairamachandran as a strong match for the Forward Deployed Engineer role based on his prior experience in applied AI and customer-facing technical environments. He completed Judgment Lab’s two-day challenge in six hours and spent the rest of his time fixing parts of their deployed process. 

For Adithya, the process itself was streamlined and efficient. He reviewed a shortlist of relevant opportunities from Contrario’s network and moved to first-round interviews within days. The absence of a traditional application process was deliberate: high-quality candidates are not typically searching job boards, and the network is designed to reach them directly.