Study Guide: Alex for Culinary & Hospitality Students

Your reference for applying AI to recipe development, menu planning, food costing, restaurant operations, and hospitality management. Ready-to-run prompts — built around the real business of food and service, not just cooking techniques.

What This Guide Is Not

This is not a habit formation guide (see Self-Study Guide for that). This is a domain use-case library — how AI supports your culinary and hospitality education in practical, industry-relevant ways.

Where to Practice These Prompts

Every prompt in this guide works with any AI assistant — ChatGPT, Claude, GitHub Copilot, Gemini, or whatever tool you prefer. The prompts are the skill; the tool is just where you type them. Pick the one you’re comfortable with and start today.

For an integrated experience, the Alex VS Code extension (free) was purpose-built for this workshop.

You don’t need a specific tool to benefit. You need the habit of using AI to handle the business and planning side — so your hands stay free to cook.

Core Principle for Culinary & Hospitality Students

Restaurants don’t fail because the food is bad. They fail because the business is bad. The culinary student who understands food costing, menu engineering, and operations alongside knife skills and plating is the one who builds a career — whether they own a restaurant, manage a hotel kitchen, or launch a catering company. AI is your sous chef for the business side: costing, planning, scaling, sourcing, and communicating — the work that happens before and after service.

The Seven Use Cases

1. Recipe Development and Scaling

The culinary student’s development challenge: Creating an original recipe is one thing. Scaling it from 4 servings to 400 without ruining the chemistry is another. Professional kitchens need standardized recipes with exact measurements, procedures, and yield — not “season to taste” from a home cook.

Prompt pattern:

I am developing a recipe for [dish] in a [context: restaurant menu / catering event / baking production / competition].
Current recipe: [ingredients and rough procedure].
Target yield: [number of servings].
Dietary constraints: [allergies, dietary preferences, or restrictions to accommodate].

Help me:
1. Standardize this recipe — exact measurements (weight preferred), procedure steps, and yield
2. Scale it to [target yield] with correct conversion factors (especially for baking)
3. Identify ingredient substitutions that maintain flavor and texture for the dietary constraints
4. Calculate the approximate food cost per serving based on these ingredients

Follow-up prompts:

I'm scaling this baking recipe from 12 to 200 servings. What won't scale linearly? Flag the ingredients and techniques that need adjustment.

This recipe tastes flat. What's probably missing — acid, salt, fat, or umami? Walk me through the flavor balancing process.

I want to put a creative twist on [classic dish] for a competition. Suggest three unexpected ingredient pairings that are grounded in flavor science, not just novelty.

2. Menu Planning and Food Costing

The culinary student’s business challenge: Menu engineering is where culinary art meets financial reality. Every item on a menu needs to be priced for profit, designed for kitchen efficiency, and balanced for guest appeal. The student who can build a profitable menu — not just a creative one — is the one who gets hired as a manager, not just a line cook.

Prompt pattern:

I am designing a menu for [restaurant concept: fine dining / casual / fast-casual / catering / food truck].
Target food cost percentage: [typically 28-35%].
Available dishes: [list the items I'm considering].
Kitchen constraints: [equipment, staff skill level, prep time limitations, storage].

Help me:
1. Calculate food cost percentage for each dish and identify which are profitable vs. loss leaders
2. Balance the menu — variety, dietary options, kitchen workflow during service
3. Classify each item by popularity and profitability (BCG matrix: stars, plowhorses, puzzles, dogs)
4. Suggest pricing adjustments or menu engineering changes to improve overall profitability

Follow-up prompts:

My best-selling dish has a 42% food cost. How do I either lower the cost, raise the price, or reposition it on the menu without losing customers?

I need a prix fixe menu for a 150-person catering event with a $35 per person budget. Plan the courses with cost breakdown.

Seasonal ingredients are changing. Help me update the menu for [season] while maintaining cost targets and using what's locally available.

3. Food Safety and ServSafe Preparation

The culinary student’s safety challenge: Food safety is the non-negotiable foundation. A foodborne illness outbreak can close a restaurant, end a career, and seriously harm or kill people. ServSafe certification is required for management roles, and the exam tests application — not just temperature memorization.

Prompt pattern:

I am studying for [ServSafe Manager / Food Handler / specific food safety topic].
Area I'm struggling with: [HACCP plans / temperature danger zone / cross-contamination / allergen management / chemical safety].

Generate scenario-based questions that test application:
1. Give me real kitchen situations where I have to make a food safety decision
2. Include questions where the "obviously safe" answer is actually wrong
3. After each question, explain the reasoning and the regulation behind the correct answer
4. Flag the high-risk topics that show up most frequently on the exam

Follow-up prompts:

Walk me through creating a HACCP plan for [dish/process]. I know the seven principles but I can't apply them to a real production scenario.

A customer says they have a shellfish allergy. Walk me through every step from order to plate — what do I tell the server, what happens in the kitchen, and what do I document?

The walk-in cooler was found at 48°F this morning. What food is salvageable and what has to go? Walk me through the decision-making process.

4. Kitchen Operations and Workflow

The culinary student’s operations challenge: A well-run kitchen is a system — mise en place, station assignments, timing, communication, and recovery when things go wrong. Cooking well under pressure is a skill; running a service smoothly is a system. Learning to think in systems is what separates a cook from a chef.

Prompt pattern:

Scenario: [describe the kitchen situation — event size, menu items, staff available, equipment, timeline].

Help me:
1. Build a prep list with timeline — what gets done first, what can wait, what's done à la minute
2. Assign stations and tasks based on the staff skill levels described
3. Identify the bottleneck in this kitchen's workflow and suggest fixes
4. Plan for when things go wrong — what's my backup if [common failure point] happens mid-service?

Follow-up prompts:

I'm expediting a service with 80 covers and one of my line cooks just called out sick. How do I reorganize the kitchen to survive?

Create a par sheet for my station based on [menu items and expected volume]. I keep running out of prep mid-service.

My kitchen is slow on ticket times. Help me analyze the workflow and identify where the delays are happening.

5. Hospitality Service and Guest Experience

The hospitality student’s service challenge: Hospitality is not customer service with better uniforms. It is the art of anticipation — knowing what a guest needs before they ask. Students in hotel management, event planning, and front-of-house roles need to understand service design, complaint resolution, and the economics of guest satisfaction.

Prompt pattern:

Scenario: [hospitality situation — guest complaint, event coordination, front desk issue, dining room service challenge].

Help me:
1. Resolve this situation in a way that retains the guest's loyalty
2. Script the first 30 seconds of my response — word choice and tone matter
3. Identify what systemic issue caused this so I can prevent it next time
4. Calculate the business impact — what's the cost of losing this guest vs. the cost of the recovery?

Follow-up prompts:

A hotel guest found hair in their food. They're furious. Role-play this — be the angry guest and let me practice the recovery conversation.

I'm planning a 200-person wedding reception. Build me a timeline from vendor load-in to last dance, including the things first-timers forget.

What's the difference between good service and great hospitality? Give me five specific behaviors I can practice on every shift.

6. Beverage Knowledge and Bar Operations

The culinary student’s beverage challenge: Wine, spirits, cocktails, and non-alcoholic beverage programs represent a significant portion of restaurant revenue and guest experience. Students need product knowledge, pairing skills, and cost control for beverage programs.

Prompt pattern:

I am studying [wine regions / spirits categories / cocktail construction / beverage program management].
Context: [course assignment, certification study, bar setup for a concept].

Help me:
1. Build my product knowledge — explain [topic] in a way I can confidently discuss with guests
2. Create pairings for [menu items] with reasoning I can articulate (not just "red wine with steak")
3. Cost a cocktail menu — ingredient costs, target pour costs, pricing
4. Design a beverage program for [restaurant concept] that balances creativity with profitability

Follow-up prompts:

A guest asks for a wine recommendation with their [dish]. They say they "don't like dry wines." Help me navigate this — what do they probably mean, and what should I recommend?

Build me a cocktail menu for a farm-to-table restaurant with seasonal ingredients. Five drinks, costed, with descriptions that sell.

Quiz me on wine regions. Start with the basics and increase difficulty until I fail — then teach me what I don't know.

7. Career and Entrepreneurship

The culinary student’s career challenge: Culinary careers are diverse — restaurant kitchens, hotel management, catering, food media, private chef work, food manufacturing, education. The path is rarely linear, and the students who build professional skills alongside cooking skills have more options.

Prompt pattern:

I am a culinary/hospitality student interested in [career direction].
My experience: [school, externship, part-time work].
My goal: [specific — own a food truck / manage a hotel restaurant / become a pastry chef / start a catering company].

Help me:
1. Map the realistic steps from where I am to where I want to be
2. What business skills do I need that culinary school doesn't teach?
3. How do I build a professional portfolio or stage (externship) plan?
4. What does the financial reality of this career path look like? Be honest.

Follow-up prompts:

I want to open a food truck after graduation. Walk me through the business plan — startup costs, permits, menu limitations, and break-even analysis for my area.

I'm doing an externship interview with [type of restaurant]. What questions should I ask them? What should I know about their kitchen culture?

Build me a personal brand plan for social media as a culinary student. I want to document my journey without being cringe.

What Great Looks Like

After consistent use, you should notice:

• Your recipes are standardized, scalable, and costed — not just tasty
• Menu design is a business decision informed by data, not just creativity
• Food safety knowledge is scenario-ready, not just memorized
• Kitchen workflow planning is systematic, with contingency thinking built in
• You understand the business of food as well as the craft

The culinary and hospitality students who benefit most from AI are the ones who use it to master the business side of their industry — because great cooking without great management is a passion project, not a career.

Your AI toolkit: These prompts work in ChatGPT, Claude, Copilot, Gemini — and in the Alex VS Code extension, which was designed around them. Start with whatever you have. The skill transfers across all of them.

Your First Week: Practice Plan

Month 2–3: Advanced Applications

Recipe Archive

Build your standardized recipe collection:

/saveinsight title="Recipe: [name]" insight="Yield: [servings]. Food cost per serving: [$]. Key technique: [what makes this recipe work]. Scaling notes: [what changes at volume]. Dietary mods tested: [what works]. Guest feedback: [if tested]." tags="culinary,recipe,menu"

Service Lessons

Track what you learn about hospitality:

/saveinsight title="Service: [situation]" insight="What happened: [scenario]. What I did: [my response]. What worked: [positive outcome]. What I'd change: [reflection]. Principle: [the hospitality lesson]." tags="hospitality,service,learning"

Continue your practice: Self-Study Guide — the 30/60/90-day habit guide.