Enterprise RAG · United Kingdom

UK Fintech RAG Knowledge System

Source-cited answers, zero-hallucination workflow, compliance audit trail.

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Outcomes

Category
Enterprise RAG
Context
Fintech client · United Kingdom
Outcome
60% search effort reduction

Source of figures: Client case study on the previous site.

The problem

Compliance and operations teams were spending heavy effort searching internal documents, and any AI answer had to be traceable to its source.

The solution

A retrieval-augmented knowledge system that answers from the firm's own documents with citations, a workflow designed to avoid unsupported answers, and an audit trail for compliance review.

Architecture

Architecture · UK Fintech RAG Knowledge System
  1. 01

    Document corpus

    Policies and internal knowledge, chunked and embedded

  2. 02

    Vector index

    Pinecone

  3. 03

    Retrieval chain

    LangChain · source-cited generation

  4. 04

    API

    FastAPI · audit-logged queries

Technologies

  • LangChain
  • Pinecone
  • FastAPI
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