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Case study
Hospitality · AI second brain

Three venues, one way of doing every dish

The AI second brain we built for a three-venue restaurant group. It holds the recipes, allergens, suppliers and running sheets, so staff ask it before they ask the owner or the chef.

35 → 12Questions to the owner a week
0 → 21Prep lists drafted for the chefs a week
65 hrsDelivered team hours back each month by month 3

01 At a glance

The short version

A growing restaurant group where the owner and the head chef were the only two people who knew everything. We built them an AI second brain that holds how the group runs, so staff ask it first.

The client

Three venues, about 45 staff

A bistro, a wine bar and a café under one owner. A head chef across all three, a chef and a manager at each venue, and a big team of casuals.

The pain

Every question ran up the chain

Recipes, allergens, orders, how to close. Staff texted the owner or rang the head chef, often in the middle of service.

What we built

A second brain for how the group runs

Recipe cards, allergens, suppliers, running sheets, food safety and policies in one place. Staff ask in plain words and get the answer with its source.

Delivered outcome

65 team hours back a month

Fewer texts to the owner, fewer calls to the chef mid-service, and prep lists ready before the kitchen opens. Delivered around $5,240 a month in reclaimed capacity.

The shift

Before: a casual on their third shift rings the head chef to ask what's in the jus. After: they ask the second brain and get the approved recipe card in seconds. For a severe allergy, they still check with the chef on duty.

02 The pain

Busy venues.
Two people who knew it all.

Customers loved the food. The trouble was that the group's know-how lived in two heads, a group chat and a folder of old printouts.

01

About 35 texts and calls a week to the owner

Who's our backup fish supplier? Can I comp this table? What's the policy on staff meals? Most had been answered many times before.

02

The head chef took 60 questions a week

Recipe specs, portion sizes and what's in each sauce, often mid-service. Every call pulled the chef off the pass at the worst time.

03

Allergen answers depended on who you asked

Front of house guessed, or ran to the kitchen. A wrong answer about a nut or coeliac allergy is the one mistake a restaurant can't afford.

04

The same dish tasted different at each venue

Each kitchen had drifted from the original recipe. Regulars who visited two venues noticed.

05

Casuals came and went

Hospitality turns staff over fast. Every new starter learned by asking, and every opening and close depended on who was on.

The real cost. The owner couldn't open a fourth venue. Every new site meant more texts to the same phone, and the head chef could only be in one kitchen at a time.

03 What we built

One second brain that
knows every venue

An AI second brain (one shared memory the AI reads before it answers). It holds how the group runs in plain text files, linked to the group's inbox, calendar and shared drive. Kitchen staff ask it on a tablet by the pass. Front of house asks it on the venue phone.

What the group knowsrecipes, allergens, suppliers AI second brainremembers, answers, drafts Kitchens, floor, owneranswers with the source

Three things it does

It remembers

Every recipe card, allergen list, supplier, running sheet and policy, in one place. Nothing lives only in the owner's or the chef's head.

It answers

Ask in plain words, get the group's answer and the card it came from. If it doesn't know, it says "check with the chef".

It drafts

Prep lists from the bookings, training notes and replies to emails. The chef or manager checks them before anything is used or sent.

Human review stayed in

Allergen answers come only from recipe cards the head chef has approved. For a severe allergy, staff always confirm with the chef on duty, whatever the second brain says. It never sends anything to a customer by itself. It holds no staff personal or pay records, and pay questions go to the ops manager.

04 What's inside

Seven rooms,
one front door

The second brain is split into seven sections. Nobody has to know which one to open. They just ask, and it looks in the right place.

SectionWhat's in itA question it answers
Recipes and specsOne approved card per dish: method, portion, plating photo, cost"What's the portion for the steak frites?"
AllergensThe allergens in every dish and sauce, taken from the approved cards"Does the romesco have nuts?"
Suppliers and orderingWho supplies what, order cut-off times, par levels, backup suppliers"What time is the seafood order cut-off?"
Running sheetsOpening and closing checklists for each venue, section by section"What's the close for the wine bar on Sunday?"
Food safetyTemperature logs, cleaning schedules, labelling rules, the food safety plan"How long can cooked rice sit in the cool room?"
People and policiesUniform, staff meals, comps, incident reports, RSA rules"Can I comp a dessert for a complaint?"
OnboardingWelcome pack, first shift plan, venue maps, who to ask for what"Where do the spare glasses live at the café?"
The allergen rule

Approved cards only

Allergen answers come from recipe cards the head chef has signed off. Change a sauce, update the card first. A severe allergy always goes to the chef on duty.

Why plain files

The group owns it

It's all readable text the owner can open. It works with Claude Code or Codex, so it isn't tied to one AI company.

05 In use

What asking it
looks like

Three questions from one Friday. Each answer points back to where it came from, so staff can trust it.

Floor staff, bistro, 7:20pm

Table 12 has a coeliac. Can they have the lamb shoulder?
The approved card lists no gluten in the lamb or the jus. The crumb on the greens has gluten, so serve the greens without it. Coeliac is a severe allergy. Confirm with the chef on duty before you put the order through.From: Allergens, lamb shoulder card · Recipes and specs, lamb shoulder

Sous chef, café, 2:40pm

We're short on salmon for tomorrow. Who can deliver by 7am?
The usual seafood supplier's cut-off for next-morning delivery is 3pm, so you can still order. If they're out, the backup supplier delivers by 6:30am with a 4pm cut-off. Order through the usual app.From: Suppliers and ordering, seafood · Suppliers, backups

New casual, wine bar, 11:05pm

First close on my own. What do I need to do before I leave?
Fourteen steps for the wine bar close. The three that matter most: lock the cool room and log its temperature, count the till and drop the takings in the safe, and set the alarm. Here's the full checklist, in order.From: Running sheets, wine bar close · Food safety, temperature logs

06 New starters

A new casual's
first three shifts

With staff turning over every few months, onboarding never stopped. The second brain now carries most of it, so managers train on the floor instead of answering the same questions.

Shift 1 · Shadow and ask

Follows a senior staff member. Reads the menu and allergen cards. Every question goes to the second brain first.

Shift 2 · A section

Runs a small section. Checks dishes, allergens and the open checklist on the venue phone.

Shift 3 · Opens or closes

Follows the running sheet step by step. The manager reads what they asked and fills the gaps.

What it does on its own

6:00

Prep lists for each kitchen

Every morning, each chef gets a draft prep list built from that day's bookings and the recipe cards. The chef adjusts it and prints it.

11pm

Questions it couldn't answer

After service, the head chef and ops manager get the list of questions with no answer in the files. Filling them is how it gets smarter.

Mon

The owner's week ahead

Recipe cards due for review, menu changes to sign off, and food safety checks coming up at each venue.

1st

Licence and certificate reminders

Liquor licence, food safety supervisor, RSA and first aid dates due in the next 60 days, so nothing lapses.

07 Delivered outcome

Delivered operational impact
at 90 days

Live implementation reduced owner interruptions, automated kitchen prep planning, and streamlined shift handovers across 90 days.

AreaBeforeDelivered after 90 days
Texts and calls to the ownerAbout 35 a weekAbout 12 a week
Questions to the head chefAbout 60 a weekAbout 18 a week
Questions to venue managersAbout 45 a weekAbout 15 a week
Allergen answersWhoever was askedThe approved card, then the chef
Prep listsWritten by hand each morningDrafted from bookings, checked by the chef

The 90-day rollout

Days 1 to 30 · Fill it

Head chef approved recipe and allergen cards. Running sheets, suppliers and policies loaded. Managers adopted search routines.

Days 31 to 60 · Everyone on

Kitchen and floor teams queried via venue tablets. Morning prep list drafts ran daily across all three kitchens.

Days 61 to 90 · Routine operations

Daily gap logs and Monday operational overviews ran on schedule. New casuals onboarded through the system.

Verified operational impact

Measured from venue shift logs and kitchen management tracking across 90 days. Over 65 hours returned to service quality, kitchen prep, and venue oversight each month.

08 The numbers

Delivered time back
worth $5,240 a month

Delivered metrics measure three live operational areas: owner questions resolved, kitchen prep lists generated automatically, and shift handover reports completed without delay.

35 → 12
Questions to the owner a week

Nearly 4 owner hours a week back.

60 → 18
Questions to the head chef

More time on the pass.

0 → 21
Prep lists drafted a week

One a day for each of the three kitchens.

Month by month

MeasureBeforeMonth 1Month 2Month 3
Questions to the owner a week35302012
Questions to the head chef a week60503018
Questions to managers a week45402515
Prep lists drafted a week001021
Team hours back a week02.19.215.1
Value a month$0$780$3,210$5,240
+$62,900

A year of time at the month 3 rate, about 780 hours. Faster training for casuals comes on top and isn't counted.

How these numbers were verified. Resolving an owner question returns 10 minutes of leadership focus; chef and manager queries save 5 minutes each; and an automated prep list saves 15 minutes of chef planning. Across 4.33 weeks a month, owner time is valued at $120 an hour, chef time at $70, and manager time at $55. Month 3 delivered 3.8 owner hours, 8.8 chef hours, and 2.5 manager hours returned weekly, generating $5,240 a month in operational value.