Drafting & Summarization for Compliance & Regulated Operations

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.

Compliance and risk teams sit at the intersection of every regulated workflow in the organization. Their corpus — policies, procedures, control narratives, audit findings, vendor agreements, attestations — is dense, frequently revised, and load-bearing for every audit response and regulatory inquiry the company receives.

Citorum runs inside the company's environment and indexes that corpus with chain-of-custody attached at ingestion. The everyday workflows are policy and control Q&A ("does this control cover that audit finding?"), audit-evidence discovery (finding the documents that substantiate a control), audit-response and regulatory-filing drafting with citations to the specific policy paragraphs that ground each claim, and risk knowledge Q&A across the control framework — each producing answers with faithfulness labels so a compliance officer doesn't sign off on a Do Not Rely response by accident.