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PT Trustees Ltd · UK · Full-Stack AI Engineer

Imperium — Trust Management Platform

LLM assistants and RAG search inside a trust platform moving £6B+ in funds a year.

AI / LLM

LLM assistants and RAG search inside a trust platform moving £6B+ in funds a year.

+45%
Doc retrieval improvement
OpenAILangChainMCPPineconeNode.jsReactAWSTerraform

Overview

A trust-management platform for a premier trustee/escrow provider in the travel industry, handling £6B+ in trust funds annually across thousands of secure financial transactions.

Approach

01AI integration

Integrated enterprise LLM-powered assistants into internal tools using OpenAI, LangChain, and MCP for tool calling and workflow orchestration.

02Retrieval

Built a RAG knowledge bot with Pinecone vector search over internal documentation.

03Infra

Managed AWS infrastructure and automated CI/CD + provisioning with Terraform and GitHub Actions.

Results

+45%
Doc retrieval improvement
99.99%
AWS uptime
−40%
Release cycle shortened

What I owned

  • Developed and maintained full-stack solutions (Node.js, React) supporting secure financial workflows.
  • Owned the RAG pipeline and the LLM-assistant tool-calling layer end to end.

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