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PayCrunch AI Playbook · Hospitality

The sommelier who owns the cellar's numbers

$119,870top of the range in Hawaii · middle $35,230 / yr
AI augments this role

Sommeliers in the United States earn a median of $35,230 a year. Pay starts near $18,100. Pay reaches $119,870 at the top of the range in Hawaii, the best-paying state for this work among those with at least 500 people in the job.

Source: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025 (Waiters and Waitresses, SOC 35-3031). Last checked 9 September 2026.

Entry level
$18,100
Top of the range · Hawaii
$119,870
Education
Sommelier certification
Lower disruption Higher exposure AI augments this role
Entry · $18,100 Top of range · $119,870 (Hawaii) Middle $35,230

Wages — U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025 (Waiters and Waitresses). Top of the range is the highest state-level figure among states with at least 500 people in the job. AI-impact rating is PayCrunch's editorial assessment. Updated September 2026.

🆕 New & Trending AI Tools for SommelierReviewed September 2026

We track new AI-tool launches every week and refresh this list — here’s what’s gaining traction for Sommelier work right now.

Canary TechnologiesNEWPaid / see site

Digital guest platform for messaging, contactless check-in, and upsells.

How a Sommelier uses it: message guests, check them in, and upsell rooms/late checkout automatically

HiJiffyNEWPaid / see site

Conversational AI that answers guest questions and takes bookings in many languages.

How a Sommelier uses it: handle guest questions 24/7 across chat, WhatsApp, and email without staffing it

Revinate IvyNEWPaid / see site

AI guest-messaging that uses booking history to personalize replies and requests.

How a Sommelier uses it: answer guest texts instantly and route service requests to the right team

NotebookLMNEWFree / $7.99 mo

Google tool that answers questions grounded only in the documents you give it — with citations.

How a Sommelier uses it: load your own manuals, policies, or PDFs and ask questions that stay accurate to the source

DuettoPaid / see site

AI revenue management that sets dynamic room rates from live demand.

How a Sommelier uses it: price rooms automatically to fill more nights at the best rate

IDeaSPaid / see site

Revenue-management system using predictive analytics for pricing and forecasting.

How a Sommelier uses it: forecast demand and set rates without manual spreadsheet work

Canva AIFree / $13 mo

Design platform with AI for menus, signage, promos, and social posts.

How a Sommelier uses it: make menus, event signage, and social posts fast without a designer

ChatGPTFree / $20 mo

The most-used AI assistant — writing, analysis, research, and images from a plain-language chat.

How a Sommelier uses it: draft emails and documents, summarize long files, and get instant answers to on-the-job questions

ClaudeFree / $20 mo

AI assistant known for careful writing, long-document analysis, and coding.

How a Sommelier uses it: analyze big reports or spreadsheets and turn messy notes into clean, finished writing

The list, the guest, and the pass

A sommelier on the floor works a dining room. You carry the list, you read the table, and you help a guest choose a bottle or a glass that fits the food and the mood. You also pour, you watch the pace of the room, and you talk to the kitchen when a pairing needs a change. This is service. It is a different job from a consultant who builds lists for other people's rooms and then leaves. If you want the advisory practice, you want that other title. If you want the guest in front of you, you want this one.

The night has a shape. Before service you taste what is open, you learn what ran out, and you hear what the kitchen is pushing. During service you move. A nervous table needs a simpler suggestion. A table that wants to explore can handle a longer story, if you watch their faces and stop when they have decided. After service you note what sold, what limped, and what a guest sent back. The sommelier who only performs and never notices the room will exhaust the staff. The useful one makes the servers faster and the guests calmer.

You work beside servers, bartenders, and cooks. Some nights you are the only person who knows the list. Some nights you are also taking tables. The title varies by restaurant. A small room may call a skilled server the sommelier because they care for the list. A large room may have a team and a cellar. Ask which night you are being hired for. The word on the card can hide a job that is mostly running food, or a job that is truly the wine. Both can be honorable. They are not the same week.

Service, the cellar, and the story you can say twice

Floor work rewards memory and restraint. You should know the list well enough to offer two honest choices, not a lecture. You should know prices so you do not embarrass a table. You should know when to pour water, when to wait, and when a glass is wrong and needs to be fixed without a scene. None of that requires a costume of superiority. Guests remember the person who helped them enjoy dinner. They also remember the person who made them feel ignorant. Choose the first.

The cellar and the list are part of the craft even on the floor. You may help order, rotate bottles, and keep notes on what the staff can say. You still answer to service. A brilliant buying decision that the servers cannot explain will sit. Your job includes giving them language that is true and short. Write it down. Taste with them. A floor sommelier who hoards knowledge so they can be the hero at every table builds a room that collapses on their night off.

Pay in a dining room often mixes a base with tips, a service charge, or both. Ask the house how that works, who is included, and what a slow month looks like. Do not invent a dollar for the tip pool. The published wages below are the figures you can cite. Your own year may land differently because of the room's volume and the way the house shares money. Get that structure in the offer. A famous room with a bad split can pay worse than a plainer room that treats the floor fairly.

Voluntary wine credentials, same names, different job

The Court of Master Sommeliers and the Wine & Spirit Education Trust offer voluntary credentials. Many floor sommeliers study with one or both. The Court's site is mastersommeliers.org. The Trust's site is wsetglobal.com. These credentials are not a government licence. No board has to grant one before you may pour in a dining room. They show you followed that organization's path. They do not replace the ability to read a table.

A consultant may hold the same credentials and still do different work. Advisory lists and floor service are different jobs. On this career, the credential sits beside service, not instead of it. Prepare by working in a dining room, by tasting with people who will correct you kindly, and by reading the organization's own site if you want the credential. Do not invent exam levels, scores, or a timetable. If a restaurant requires a credential, they will say so. If they require grace under pressure on a Saturday, show them that.

Lead your resume with rooms you have worked and guests you have helped, described without private details. Then name a credential if you hold one. In the interview, be ready to suggest a bottle for a dish they name, and to explain the suggestion in a few clear sentences. Also be ready to say when you would offer something simpler. That judgment is the floor. The credential is support. A candidate who can only recite regions, and who cannot look up and notice the table, is a risk in service.

Same study, a service job

Court and Wine & Spirit Education Trust credentials are voluntary. They are not a government licence. Floor work still has to show you can serve a room.

How a dining room hires

Managers hire for a Saturday they are afraid of. They listen for warmth, for speed without rushing the guest, and for whether you will help a server instead of scolding one. Tell a story about a bottle that was wrong and how you fixed it. Tell a story about a table you did not upsell because it would have been a bad fit. If you are coming from general service, say so. Many sommeliers start as servers who cared enough to learn the list. Pretending you ran a cellar you only visited is a fast way to lose the room's trust.

Ask who writes the list, who trains the floor, and how tips or a service charge are shared. Ask what a closed night or a slow season does to pay. Ask whether you are expected to work the door, the pass, and the cellar, or one of those. Ask how the house handles a guest who is unkind. Those answers change the meaning of any wage figure. A title with no support and a list you cannot change is a narrower job than the word sommelier suggests. Get the nights and the sections in the conversation before you talk money.

Server, sommelier, beverage lead

The common path starts in service. You learn to carry a room, then you learn the list deeply enough that people ask you first. The sommelier step is ownership of the guest's wine experience and, often, of teaching. Later you may become a beverage director who buys, writes the list, and still walks the floor. Some people leave the floor to consult. That is a different job, with a different kind of pay. Take it only if you want to stop living on service. Stay if the table is the part you love.

Pay on the floor moves with the room's volume, with the way money is shared, and with whether you are leading. A credential may help you get the interview. It rarely replaces a busy room. When you negotiate, describe the sections, the training you will do, and whether you are buying. Then put that week next to the wages below. A new title on the same section, with the same split, will not remake the year. A move into buying and leadership might. Ask which one they are actually offering.

The survey bucket for floor service

Floor sommeliers are surveyed inside waiters and waitresses. That series is the survey bucket for floor service in the May 2025 wage release. The national middle is $35,230. Early pay sits near $18,100, and the gap from that early figure to the middle is $17,130. The upper published bound is $119,870 in Hawaii. From the national middle to that high end is $84,640. From the national middle to the highest state median is $27,160. Name the floor-service bucket here, then stay with the figures.

State medians are a different statistic from the high end. Listed in this order, they are the District of Columbia at $47,850, Oregon at $48,410, Washington at $56,130, Vermont at $59,140, and Hawaii at $62,390. The highest median is Hawaii at $62,390. The lowest median is Louisiana at $15,080. The gap between those medians is $47,310. Hawaii's high end of $119,870 and Hawaii's median of $62,390 are different statistics. One is the top of the published range. The other is the middle. Mixing them makes a typical Hawaii wage sound like the top of the range.

Hawaii, counted two ways

$119,870 is the upper published bound in Hawaii. $62,390 is Hawaii's median. They are different statistics. Use the median for a typical wage there and the high end only as the range top.

What to say when the offer arrives

Set an offer beside $18,100 and $35,230 before you look at Hawaii's high end. Near the early figure, the national middle is $17,130 away. Ask what moves pay across that gap: a fuller section, a lead role, or a share of the room that the house will describe in writing. Near $35,230, you match the country. Hawaii's median of $62,390 is $27,160 above that national middle. The medians for the District of Columbia, Oregon, Washington, and Vermont, in that same order, also sit above the national middle, with Hawaii last. If you work in one of those places, use the state median as the local comparison.

Use $119,870 only as the upper published bound in Hawaii. It differs from Hawaii's median of $62,390. A recruiter who calls the high end a typical Hawaii wage is using the wrong statistic. Correct it with the median. Louisiana's median of $15,080 is the low median in the release. The gap from that median to Hawaii's median is $47,310. Use the gap if you are comparing places, and pair it with the kind of room, because a hotel dining room and a small independent restaurant are different nights even when the median looks similar. Do not treat the gap as a promise that a move creates that raise by itself.

The climb from the national middle to Hawaii's high end is $84,640. That distance belongs in a conversation about a lead role in a market that already pays at the top of the published range, not in a first service job. If someone waves $119,870, ask whether the offer is near $18,100, near $35,230, near Hawaii's median, or actually near that range top. Ask again how tips or a service charge work, without inventing a figure for them. Write the offer, $35,230, and the state median. Keep $119,870 in the note only so it cannot impersonate $62,390.

A voluntary wine credential can sit in the same conversation if the house values it. Ask whether it changes your duties or your place in the tip structure. It still does not turn floor service into a consulting practice, and it does not turn the national middle into Hawaii's high end. Decide on the nights, the split, and whether you will be teaching or only performing. The May 2025 figures are the map for floor service. A house that can say which Hawaii number it means is a house that has thought about the job.

The top of Sommelier pay — and how to get there with AI

$119,870what Sommelier pay reaches in Hawaii

Highest state-level top-of-range annual wage for Waiters and Waitresses, among states with at least 500 people in the job. U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025.

And the role it leads to — Food Service Managers — reaches $143,180 in New York.

$18,100entry$35,230middle$119,870top end

A sommelier who only recommends wine on the floor is paid as floor staff, while the one at the top of this range also owns the arithmetic behind the list, depletion, pour cost, dead stock and what each bottle earns, and produces it without anyone having to ask.

The visible part of the job is describing and recommending wines, telling guests about the daily specials, entering orders into the terminal and preparing checks that itemise the meal and the tax. Whether the wine programme makes money is decided somewhere else entirely, usually counted by hand, usually late, usually by a manager who resents doing it. The sales lines already sit inside a system such as Compris Advanced Manager's Workstation, and a spreadsheet plus a model that can read an inventory export will turn them into a weekly depletion and margin sheet in about an hour. The sommelier who delivers that becomes the person an owner talks to about buying, and buying authority is where this job's pay separates.

Your playbook, by where you are now

Just startingCount everything, including yourself

  1. Take the weekly inventory count yourself and do it identically every time, so one week can be compared with the next.
  2. Record what you sold by the glass each shift against what was opened, and go looking for the difference.
  3. Learn to pull sales by item out of the point-of-sale system instead of waiting for somebody to print a summary.
  4. Note every wine a guest sent back or left unfinished, because that is the most honest feedback on your recommendations you will ever get.

What proves it: A month of inventory counts that reconcile against recorded sales.

Realistic span: the first year on the floor

A few years inBuild the report nobody else will

  1. Turn the count and the sales export into one weekly sheet showing what moved, what did not, and what each bottle earned.
  2. Have ChatGPT convert a messy inventory export into a clean table, then check the totals against your physical count before sending anything.
  3. Add a by-the-glass page carrying pour cost per wine, since that is where margin quietly disappears.
  4. Flag slow stock early and pair it with the daily specials to move it while it is still worth drinking.
  5. Send the report to the owner every week unprompted, whether or not anybody reads it at first.

What proves it: A standing weekly wine report an owner uses to make buying decisions.

Realistic span: years two through four

ExperiencedTake the buying and the programme

  1. Ask for purchasing authority over the list, using the report as the argument rather than your palate.
  2. Set the list to a target margin and show each season what your changes actually did to it.
  3. Train the service team to describe and recommend wines from the same information you use, so sales do not depend on which nights you work.
  4. Run tastings and wine dinners as events with their own figures, because those appear as revenue rather than as service.
  5. Look at where wine programmes are funded seriously, Hawaii resorts among the better paying, and at the food service management route above this one.

What proves it: Purchasing authority over the wine list, with margin figures you produced yourself.

Realistic span: year five onward

The next 90 days

Within ninety days, produce one weekly sheet and keep producing it. Count the cellar the same way each week, export the sales by item from the terminal, and put the two beside each other: bottles opened, glasses poured, what sold, what has not moved in three months and what each line earns after cost. Write two sentences at the top saying what you would change about the list next month and why. Hand it to the owner or the general manager on the same day every week. Sommeliers are hired for taste and promoted for judgement about money, and this is the cheapest way to demonstrate the second without waiting for permission.

Wage figures: BLS OEWS, May 2025. The playbook is PayCrunch editorial guidance, not a guarantee of pay or placement.

Careers related to Sommelier

Similar pay, same field

Where this can lead

Every figure is the national median from the U.S. Bureau of Labor Statistics (OEWS) shown on that role’s own page.

Never used AI before? Start here (2 minutes).

Start with the tools that make you sell and study better. Use CellarTracker to know your cellar cold and SevenRooms (or your reservation system) to capture what each guest drinks. Then use AI as a blind-tasting and theory tutor. Selling more wine and certifying faster are the two things that actually move a somm's pay — point AI at both.

For study, tasting notes, and pairing ideas, ChatGPT and Claude are free and powerful — but verify every wine fact and keep guest data out of them. Lean on GuildSomm for trustworthy reference. AI is your tutor and your memory; your palate and your service are what earn the tips and the title.

The one rule, forever: Wine facts and responsible service both matter: never let AI invent a vintage, producer, score, or region — verify every technical detail against Wine-Searcher, the producer, or GuildSomm before it reaches a guest or a list. Follow responsible-alcohol-service law and never over-pour or over-sell; keep guest personal and payment data inside your POS and reservation systems, not in public AI tools.
The plays — exact steps, exact prompts

Do these in order. Each one is copy-paste ready. You do not need to know anything about AI going in.

1
Sell more wine at the table and raise the beverage check
Why this pays: Beverage sales — especially wine by the bottle and by the glass — carry high margins and drive both the program's revenue and your tips. Using guest data and AI-honed selling to guide each table to the right bottle at the right price lifts the beverage check per cover, the number that builds a somm's reputation and pay.
SevenRoomsCoravinChatGPT
1
Check SevenRooms guest notes before service to see what regulars drink, and use Coravin to open premium bottles by the glass so you can sell higher-end wine without waste.
2
Sharpen your selling language and pairings with AI, then verify the facts.
Copy-paste this prompt
Act as a wine-selling coach. For tonight's menu [paste dishes] and these list wines [paste with verified facts and prices], give me: for each of 5 price points, a natural upsell line that moves a guest one tier up without pressure, two by-the-glass pairing suggestions per main course, and a graceful way to guide a guest who says 'just something easy' toward a higher-margin bottle they'll love. Keep it warm, not salesy.
Verify every wine detail before you use it, and always serve responsibly — never over-sell or over-pour. Selling should improve the guest's night.
What you'll haveA higher beverage check per table and better guest experiences — the sales record that earns a wine-director title and top-band pay.
2
Curate the list for margin, velocity, and story
Why this pays: A great list isn't the most expensive bottles — it's the one that pours fast and holds pour cost while telling a story guests buy into. Using real pricing plus AI to structure the list around by-the-glass velocity and smart margins is what makes the program profitable, and profitability is what puts you in charge of it.
ProviWine-SearcherCellarTracker
1
Source and price with Provi and Wine-Searcher for true cost and market value, and track what's actually selling in CellarTracker.
2
Structure and describe the list with AI, grounded in your verified data.
Copy-paste this prompt
Help me refine my restaurant's wine list. I'll give you my by-the-glass and bottle sales velocity and pour costs [paste]. Recommend: which price bands to add or trim, which slow SKUs to cut, the by-the-glass lineup that maximizes margin and interest for [cuisine], and a coherent story/theme for the list. Then write printed descriptions (max 20 words each) for these wines — accurate, evocative, no invented scores: [paste].
Keep cost data private and confirm every producer and vintage against Wine-Searcher. AI can structure and phrase, not verify facts.
What you'll haveA list that pours faster at a healthier margin — the profitable program that defines a wine director.
3
Remember every guest's palate and build regulars
Why this pays: Wine is deeply personal, and a somm who remembers exactly what a returning guest loved earns loyalty and higher spend. Using guest-preference data plus AI to prep for reservations turns first-timers into regulars who trust your recommendations — the repeat high-spend relationships behind a top somm's income.
SevenRoomsCellarTrackerChatGPT
1
Log each guest's wine preferences, favorites, and price comfort in SevenRooms, and check the reservation book before each shift to pre-plan recommendations for returning guests.
2
Use AI to turn preference notes into a tailored pre-shift plan.
Copy-paste this prompt
I have reservations tonight with these guest wine notes (de-identified): [e.g., 'Guest A: loves Barolo, spent $180 last time'; 'Guest B: new to wine, likes fruity reds']. For each, suggest 2-3 bottles from my current list [paste] to recommend, matched to their taste and price comfort, plus a personalized talking point that shows I remembered them. Keep suggestions within one tier of their usual spend.
Use de-identified notes only — keep guest names and personal data in SevenRooms. The goal is genuine hospitality, not surveillance.
What you'll haveRegulars who return for your recommendations and spend more each visit — the loyal base that lifts beverage revenue and your value.
4
Certify faster with an AI tasting and theory tutor
Why this pays: Certification is the single clearest pay lever in this field — Advanced and Master Sommelier or WSET Diploma credentials open wine-director roles and jump earning power. Using AI to drill blind-tasting deduction and quiz theory relentlessly compresses study time and raises your pass odds, moving you up the certification ladder that pays.
ChatGPTClaudeGuildSomm
1
Use GuildSomm for authoritative theory and maps, then use AI to build a study plan and run daily drills.
Copy-paste this prompt
Act as a Court of Master Sommeliers exam tutor. Build a 12-week plan for the [Certified/Advanced] exam covering theory, blind tasting, and service. Give me: a daily deductive-tasting grid drill I can run on any wine, a spaced-repetition schedule across [regions I'm weak on], 20 sample theory questions per week with answers, and mock service scenarios. Prioritize my weak areas: [list].
Verify all facts against GuildSomm and official course material — AI can drill and quiz you, but confirm anything you'll be tested on.
2
Have AI role-play blind-tasting deduction: describe a wine's sight/nose/palate and have it critique your conclusion and grid logic.
What you'll haveFaster, better-prepared progress up the certification ladder — the credential that unlocks wine-director roles and top-band pay.
5
Run a tight cellar and cut shrink
Why this pays: Wine is expensive inventory, and shrink, breakage, and dead stock quietly erode the program's margin. Using inventory tools plus AI to manage par levels, aging, and slow movers protects the profitability you're responsible for — the operational discipline that earns trust with the beverage budget and a director role.
CellarTrackerBinWiseChatGPT
1
Track the cellar in CellarTracker or BinWise — quantities, cost, drinking windows, and depletion — so you always know what to sell, hold, or reorder.
2
Use AI to plan buying and move slow stock.
Copy-paste this prompt
I'll share my cellar report: SKUs, quantities, cost, sales velocity, and drinking windows. Identify wines at risk (aging past their window or overstocked and slow), suggest by-the-glass features, staff-incentive picks, or pairing pushes to move them before they're lost, and recommend reorder priorities and par levels for my fast movers. Give me a simple monthly cellar-management routine.
Confirm drinking windows and values against Wine-Searcher and the producer. Keep cost data private and honor inventory-control procedures.
What you'll haveLower shrink, less dead stock, and a healthier margin on the cellar — the inventory discipline that comes with running the program.
Your 12-month sequence to the top of the range

How the plays above stack into a path from median pay toward the $119,870 tier.

Month 1
Get your cellar into CellarTracker and start logging guest preferences in your reservation system. Begin daily AI blind-tasting and theory drills.
Months 2-3
Build an AI-honed selling toolkit for each menu and use guest notes to pre-plan recommendations, tracking your beverage check per cover.
Months 3-6
Refine the list for margin and velocity, tighten cellar management to cut shrink, and push hard on your next certification exam.
Months 6-12
Use your beverage-sales record, list profitability, and new credential to move into a wine-director or head-sommelier role at the top of the band.
Gear for this job

As an Amazon Associate, PayCrunch earns from qualifying purchases. Links to books and tools are for the job on this page; we only recommend what we’d use in the work.

MacNeil The Wine Bible, 3rd

Workman / Hachette 3rd (2022), ISBN 978-1-52351-009-2. Region, grape, and service desk book for this page’s Advanced / Master Sommelier and WSET Diploma play. Confirm the 3rd (1523510099), not the leftover 2nd 0761180834. Not a gadget aerator and not Death & Co (that is bartender). HTTP 200 on /dp/1523510099.

What Sommeliers earn by state

These are the Bureau of Labor Statistics’ own figures for Waiters and Waitresses, state by state — not a cost-of-living adjustment applied to the national number. Only states employing at least 500 people in the occupation are shown, because a state median drawn from a handful of workers is noise rather than a signal.

Hawaii
$62,390
highest of them · +77% vs the national median
Louisiana
$15,080
lowest of the 54 states and territories that qualify · -57% vs the national median
The same job pays $47,310 more a year at the median in Hawaii than in Louisiana — 314% higher. That gap is what the Bureau measured, before any question of what it costs to live in either place. Hawaii also carries the top of this job’s range, $119,870 — the figure quoted at the head of this page.
Hawaii$62,390Vermont$59,140Washington$56,130Oregon$48,410District of Columbia$47,850New York$47,020New Jersey$44,960Colorado$44,860

Source: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025, SOC 35-3031. 54 states and territories clear the 500-employee reporting floor for this occupation; those below it are left out rather than shown with a wide error band.

Free data. Use any of it.

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Frequently asked
Will AI replace sommeliers?
No. AI can quiz you on theory and suggest pairings, but it can't taste a wine, read a table, pull a cork with a story, or earn a guest's trust across the meal. Wine service is sensory and deeply human. What AI does is make you better and faster — a sharper student, a more prepared seller, a tighter cellar manager — which is exactly how you out-earn peers and reach wine director.
Can I trust AI on wine facts?
No — verify everything. AI regularly invents vintages, misattributes producers, and fabricates scores. Use it to structure study, phrase descriptions, and drill deduction, but confirm every technical fact against Wine-Searcher, the producer, or GuildSomm before it reaches a guest, a list, or an exam answer. Your credibility is the whole job.
Can AI really help me pass the Master Sommelier or WSET exams?
As a tutor, yes — powerfully. AI can build a study plan, run spaced-repetition theory quizzes, and role-play blind-tasting deduction on demand, which is hard to get from a book alone. But pair it with real bottles, a tasting group, and official course material, and verify every fact it gives you, because the exams demand precision AI doesn't guarantee.
How does AI actually increase a sommelier's pay?
Somm pay rises with certification and with the beverage revenue you drive. AI compresses exam study to help you certify faster, sharpens your selling to lift the beverage check, helps you curate a more profitable list, and tightens the cellar — the combination that earns wine-director roles and the top of the pay band.
How is a sommelier different from a sommelier consultant here?
A floor sommelier drives one venue's program — selling at the table, curating that list, building regulars, certifying, and running the cellar. A consultant sells program design to many venues as a business. If you work a floor, focus your AI on selling, guest memory, exams, and inventory; the consulting playbook is a different path.
Methodology & sources
  • Salary (median, 10th, top of the range) — U.S. Bureau of Labor Statistics, OEWS.
  • By state — the Bureau of Labor Statistics’ own state medians, limited to states employing at least 500 people in the occupation. No cost-of-living arithmetic is applied to a wage anywhere on this page.
  • The plays — PayCrunch's own step-by-step guidance using publicly available AI tools. Tool names/URLs are real and current as of August 2026; prompts written to work as-is. Verify any professional output before relying on it.

Sources