Data Novera
All case studies
Finance

Sample solution — illustrative reference architecture, not a completed engagement

Internal Knowledge Agent for a Financial Services Firm

A reference architecture for a RAG-based assistant over policy and compliance documents, deployed with a full audit trail.

The Problem

Compliance analysts spend hours per week searching thousands of policy documents for answers, with no reliable way to confirm they're citing the current version — a real regulatory risk during audits.

The Architecture

Documents are indexed through a governed vector search layer with access controls. A retrieval-augmented agent answers questions with citations back to the specific document and clause, and every interaction is logged for audit purposes.

The Solution

Analysts get sourced, current answers in seconds instead of manually searching document repositories, and every answer is logged with full source citation for audit review — turning a compliance risk into a compliance asset.

Business Value

This pattern is designed to sharply reduce time-to-answer for compliance questions, with every response source-cited for audit review.

Want a plan like this for your business?

Start with a focused Data & AI Readiness Assessment — we'll scope a plan built around your data and your goals.