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Chef / cook
Produces consistent food at speed in a hot, cramped room — and adapts when the delivery is wrong and two cooks are off sick.
Ask to see this month's food-cost figures and work out which three dishes make the least margin. If you found that interesting, you are ready for the next role.
This is not a probability of losing your job. It combines how much of the role's task load is exposed to automation with how far adoption has actually gone — useful for comparing occupations on one consistent basis, and for nothing else.
Written for cooks and chefs in restaurants, hotels and institutional kitchens. Fast-food and quick-service chains, where menus are fixed and volumes high, are the most exposed segment and are treated separately in the tasks below.
What is actually changing#
The unit of analysis is the task, not the job title. A role is not replaced — its task mix shifts.
Each tile is one task. Its size is how much of the job it is; its colour is where the task is heading. Click a tile to see what the judgement does not establish.
Several high-profile robotic kitchen ventures have closed after failing to beat the economics of a low-wage crew. Deployment is real but narrower than the announcements suggested.
Nothing in development runs a Saturday service, but plenty in deployment runs a fast-food line. The protection is specific to restaurants with variable menus, which is a minority of food-service jobs.
Costing software raises margins for owners, and most chefs are not owners. The task being assisted does not change who captures the saving.
Team management is protected and it is also the reason people leave the industry. A task that is safe because it is punishing is not a reassuring answer.
Peripheral by weight, and it appears in the kitchens that automated — which are the kitchens with fewer cooks. It is a consequence of the change, not a shelter from it.
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Read all 5 tasks in full — direction, reasoning and limits →
Recent changes#
The federal model food code for restaurants and food service. It says the permit holder shall be or designate a person in charge and shall ensure that a person in charge is present at the food establishment during all hours of operation; that the person in charge shall be a certified food protection manager; and that the person in charge shall maintain active managerial control of foodborne illness risk factors, including overseeing employees' monitoring of cooking temperatures. The FDA calls it a model code that is not required; it binds only where a state, local, tribal or territorial authority adopts it, which the FDA says is widespread.
Failure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.
One vendor in one niche — the fry station. The filing lists every Flippy contract by name: all three CaliBurger sites uninstalled between September and December 2024, Nio's terminated in the year it was signed, while White Castle has run since 2022 and two customers signed in 2025 are still running — a contraction, not a stop. Revenue moved the other way, from $384,676 in 2024 to $514,798 in 2025: fewer units in the field, more money per unit, both true at once. The filing also discloses that two customers account for all of it. It says nothing about kitchen automation elsewhere: makelines, woks and prep robots are separate products with separate track records.
Failure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.
One US fast-casual chain (bowls and salads): assembly-line automation of a fixed menu, with 38 Spyce staff moving to the buyer. Company release; earlier earnings calls cited labour savings, this release gives none.
An employer has put it into production. Can move the baseline — weighted by scale and how similar the setting is.
A contract caterer describing its own operations in a regulated annual filing. It says Power Chef optimises work organisation by adapting team schedules to estimated guest numbers and is operational at over 1,000 sites; Power Pricing, a local dynamic pricing tool, is deployed across almost 3,000 sites; and AI Menu gives its culinary teams a tool that can generate complete, seasonal menus in a few minutes. The tools are Sodexo's own, used in its institutional and workplace kitchens; performance is self-reported, and the filing gives no measure of effect on staffing.
An employer has put it into production. Can move the baseline — weighted by scale and how similar the setting is.
What this means for you#
If you are entering restaurant cooking, automation is not the thing that should worry you; pay, hours and the physical toll should. The quick-service segment is the one where machines are arriving, and it was never where people learned the craft anyway. Learn in a real kitchen, learn the costing side earlier than most cooks do, and the career is as durable as the industry's economics allow.
Your exposure is low unless you run a fixed-menu, high-volume operation, in which case the automation question is one of unit economics you should be modelling now. For everyone else, the tools that matter are the ones that take the ordering, costing and scheduling off your evenings. The chronic staffing shortage is the real pressure, and it works in favour of chefs who can lead a team.
Your options#
Four directions, each with its real constraints and one thing you can test this week. Continuing as you are is a legitimate choice — it just has to be a chosen one.
Move towards leading and costing, earlier
Head chef and kitchen manager roles are the ones the industry cannot fill, and they are about people and margins as much as food.
Longer hours and responsibility for other people's mistakes, at pay that in much of the industry does not reflect either.
Ask to see this month's food-cost figures and work out which three dishes make the least margin. If you found that interesting, you are ready for the next role.
Product development or food operations
Chains, food manufacturers and delivery brands need chefs who can design dishes that scale and specify them for others — including machines — to make.
Office hours and a very different daily life; you cook less and write more.
Write one dish as a full specification — quantities, steps, tolerances — that a cook who has never seen it could reproduce. That document is the job.
Owning or running the operation
The craft is intact and the margin is in the business, not the kitchen. Chefs who learn the numbers can capture it; those who do not, work for someone who does.
Capital, risk and a failure rate the industry is famous for. Not a path to take without understanding the numbers first.
Build a one-page monthly budget for a restaurant you know: rent, wages, food cost, revenue. If the result surprises you, keep learning before you sign a lease.
Common questions#
In fast-food kitchens with fixed menus, partly, and slowly — and the track record is mixed: one fry-robot maker lost all three sites at one burger chain and reports substantial doubt about continuing as a going concern. In restaurant kitchens, no: cooking to order with variable ingredients in a cramped space under time pressure is about as far from what robots do well as any work we assess. The pressures on this profession are pay, hours, staffing and the economics of restaurants. Those are real; the robots mostly are not.
It depends entirely on which kitchen you are in, which is why confidence on this occupation is low. Fixed-menu, high-volume cooking is being automated and is deployed in fast food today; a Saturday service in a kitchen with a changing menu is not addressed by anything in development. Ask which of those two your kitchen is.
Fixed-menu high-volume cooking — the task marked automating. Cooking to order and running the team are not: restaurant cooking is improvisation under time pressure with variable ingredients in a physically chaotic space, and that is most of the job for most chefs.
It removes some of the worst stations and does not address the reason people leave, which is the hours and the team pressure. Running the brigade is marked human-led on this page, and the FDA's model Food Code calls for a certified person in charge to be present during all hours of operation. A task that is safe because it is punishing is not a reassuring answer.
Studying towards this?
These majors lead here. Their pages break down which of their competencies transfer and what graduates typically lack.
What these judgements rest on#
4 of 5 task judgements on this page are backed by a verified event and 1 are platform inference, each labelled where it appears. Behind them sit 3 technology dimensions, a reconstructed trajectory since language models reached the public, and 4 verified events.
See which technologies, how it got here, and the method →
Where it sits in the official classification: skills, knowledge, related jobs →
Other roles in the same function#
A company divides its work into functions before it divides it into jobs. These sit in Core delivery (industry-specific) alongside this one — a fact about org charts, not a judgement that they are similar or that they are changing in the same direction.
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