Knowledge Q&A for Public Sector

Knowledge Q&A is the everyday case — anyone on the team asks a question about the corpus and gets a cited answer. The pattern works in regulated organizations because the answer always carries its lineage: which documents contributed, which spans were cited, which model and version answered, and what the faithfulness label was at the moment the answer was given.

A Verified — Cite Source answer can be acted on directly with the citations attached. A Review Recommended answer routes to a reviewer queue most teams already maintain for high-stakes responses. A Do Not Rely — Consult Expert answer is presented with the label visible — the user sees the system's confidence and routes the question to a human expert rather than acting on an unverified response. The audit log captures every question asked, every answer given, and every per-signal score, which is what makes the pattern auditable rather than aspirational.

Public-sector deployments — federal civilian, federal defense, state, and local — share a common set of constraints: data residency in the appropriate cloud or on-premises facility; an audit format that the Office of Inspector General or Government Accountability Office can consume; identity in the agency's Identity Provider with role-based access control gating document scope; and a controls posture that maps cleanly to the National Institute of Standards and Technology (NIST) 800-53 control families.

Citorum supports the deployment topologies these constraints demand: on-premises in the agency's data center, in a customer-owned Virtual Private Cloud (VPC) on Federal Risk and Authorization Management Program (FedRAMP)-authorized hyperscaler regions, or as a Citorum-managed dedicated tenant in a FedRAMP-aligned account. Common workflows include records research across agency document repositories, citizen-services policy Q&A for caseworker and call-center staff, briefing-note drafting for program leadership, and program knowledge Q&A across the regulations and procedures that govern the work.