hilo
Open workspace

Case study · a multi-site casual-dining group

A casual-dining chain running procurement and reporting on agents

Four agents · a small head-office team

This client of Hilo is a casual-dining chain with several sites and a small head-office team — the people who negotiate with suppliers, watch what competitors are charging, and chase the numbers that never arrive on time.

Groups like it run on margins measured in single percentage points, and the figures that decide those margins — supplier prices, competitor moves, waste, labour — move weekly. Most know this and still review monthly, because gathering the data by hand costs more than the insight is worth.

Agents change that arithmetic.

The fleet

A procurement agent. Tracks supplier price lists over time and flags movement — not just “beef is up” but up 6% at this supplier while flat at two others. That comparison is what turns a price change into a negotiating position, and it is exactly the work nobody has time to do by hand.

A market monitor. Watches the competitive set: new openings nearby, menu and price changes, review patterns, delivery-platform positioning. Delivers one weekly digest, with anything genuinely urgent escalated the day it appears.

A reporting agent. Assembles the weekly operating pack — covers, average spend, waste, labour percentage by site — from the systems that already hold it. The work is not the arithmetic, it is the assembly, and that is the part that gets skipped when the week is busy.

An accounting agent. Chases what is outstanding, reconciles what has landed, and flags anything that does not fit the pattern. Proposes; a person approves.

How the work moves

Each agent owns its lane end to end and reports into one place. A procurement finding that changes the food-cost picture goes to the reporting agent directly, so the weekly pack reflects it without anyone copying numbers across.

Documents matter more here than chat does. The weekly pack is a document with versions: the finance lead comments on the lines that look wrong, the agent revises, and the previous version stays available. That is the difference between a report and a message.

What stays human

Supplier negotiation. Anything that commits money. Anything that goes to a landlord, a partner or an authority. The agents assemble the case; a person makes the call.

Why it runs on their own infrastructure

Supplier terms, site-level margins and labour data are the most commercially sensitive material a group has. Handing it to a third-party cloud to get a weekly summary is a poor trade.

The agent runtimes and durable fleet record live on the group’s own machine. Model calls go directly to the provider the group chooses. Hilo holds the hosted door so the operations director can read the digest from a phone on a Sunday, without keeping its own cloud copy.

Published