Maxime FrançoisIndustrial & business engineer
My appENFR
Work / Prototype that summarises and routes requests

An AI agent that reads the inbox first

Letting an agent do the first read, so people start from a clear summary instead of a wall of text.

Context
Industrial company, Liège
My role
Design and build
System
LLM agent, service desk
Year
2025

The situation

Many incoming requests were long, vague or both. Someone had to read each one carefully just to understand it and decide where it should go.

The process

Before

  1. Long, unclear email
  2. Read in full
  3. Interpreted
  4. Routed by hand

With the agent

  1. Email arrives
  2. Agent writes a short summary
  3. Agent picks the queue
  4. Ticket ready to work

What I did

  • Built an agent connected to the mailbox and the service desk.
  • Designed the prompts that turn a message into a short, structured summary: what is asked, by whom, how urgent.
  • Defined the routing rules the agent applies.
  • Tested it on real requests to check that summaries stayed faithful and routing matched the team’s choices.

The result

A working prototype that proves the approach: the first read and the sorting can be done by an agent, with the original email always kept alongside.