Knowledge Q&A for Compliance & Regulated Operations

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.

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.