Knowledge Q&A for Financial Services

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.

Financial services organizations operate under Sarbanes-Oxley (SOX), Gramm-Leach-Bliley, the Payment Card Industry Data Security Standard (PCI DSS), Securities and Exchange Commission (SEC) reporting requirements, and a long list of state and international regulators. Material non-public information (MNPI) handling is the bright line, and most third-party generative AI Application Programming Interfaces sit on the wrong side of it.

Citorum runs inside the institution's environment — a customer-owned Virtual Private Cloud (VPC) on the hyperscaler the firm already uses, or on-premises in the firm's data center — and supports the workflows that benefit most from grounded retrieval: customer-file research with documented access controls, regulatory-filing drafting with citation lineage, internal SOX compliance Q&A across control documentation, and policy and procedure knowledge Q&A across the firm's manuals. Every retrieval, prompt, response, and adjudication score is captured in audit lineage suitable for the compliance and internal audit functions.