Manage representation guarantees across iterative and parallel panels.

AI-powered recruitment system that automates demographic targeting, campaign creation, multi-channel outreach, and participant selection using real-time census data and advanced selection methodologies.

A cryptographically verifiable layer that wraps around existing sortition systems, to generate publicly auditable proofs that participant selection was both random and representative, without revealing participant identities. Works as middleware between participant databases and any selection algorithm.