Drafting & Summarization for Public Sector

Drafting and Summarization workflows ask the system to produce first drafts: compliance memos, regulatory filings, briefing notes, clinical summaries, contract abstracts. The work is faster when the model writes the first version, but the accuracy of the draft determines whether the reviewer's edit is targeted (correcting a few claims) or exhaustive (rewriting from scratch).

Citorum produces drafts with every claim traceable to the source span the model drew from. Adjudication scores each section before the draft returns, so the reviewer sees which sections are Verified, which are Review Recommended (worth a sanity check), and which are Do Not Rely (worth rewriting from source). Reviewers report that the targeted-edit pattern is two to four times faster than reviewing an unverified draft, because the labels tell them where to focus attention.

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.