How we know this
This job isn’t in the U.S. government’s occupational survey yet, so this page carries no official pay figures. Everything below is drawn from published job descriptions and industry guides, each one linked at the foot of the page. The work described is real and sourced. What’s missing is the survey’s rating of which parts of the job matter most — so read this as a picture of the work, not a ranked list.
Think you get this job?Six quick questions on how it really works — with a hint and the reason behind every answer.
Test yourself →The work, task by task
These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.
Create and test new recipes for menu items
+Create three tested recipes for a spring lunch menu item using seasonal asparagus and lemon, record…
Create and test new recipes for menu items
+Create three tested recipes for a spring lunch menu item using seasonal asparagus and lemon, record ingredient weights, cook method and yield, run a small sensory panel with five kitchen staff and one front‑of‑house, and deliver one winner with plating photo and prep checklist by next Wednesday.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Standardize recipes for multiple locations
+Standardise the chicken sandwich recipe for rollout to 12 restaurants: lock ingredient spec and gram…
Standardize recipes for multiple locations
+Standardise the chicken sandwich recipe for rollout to 12 restaurants: lock ingredient spec and gram portions, write one-page assembly card, list equipment tolerances and cook windows, cost per portion at current supplier prices, and send final card to operations manager for sign-off by Friday.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Analyze food costs and portion control
+Analyse last quarter's mac and cheese food cost: calculate cost per portion based on current vendor prices,…
Analyze food costs and portion control
+Analyse last quarter's mac and cheese food cost: calculate cost per portion based on current vendor prices, model portion size changes at ±10% and recommended scoop size to hit a 30% food cost target, and produce a one-page decision brief for the chef and procurement lead by Tuesday.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Develop food products that meet market trends
+Develop two competitive snack bar concepts aimed at health‑conscious millennials: each with ingredient list,…
Develop food products that meet market trends
+Develop two competitive snack bar concepts aimed at health‑conscious millennials: each with ingredient list, shelf‑stable and fresh variations, projected retail price, and a short trend justification referencing oat‑based and functional ingredients; deliver prototypes and consumer notes for the innovation meeting next Monday.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Experiment with new ingredients and flavor profiles
+Run ingredient trials replacing sugar with monk fruit and date paste across three cookie formulas: document…
Experiment with new ingredients and flavor profiles
+Run ingredient trials replacing sugar with monk fruit and date paste across three cookie formulas: document dough handling differences, bake time adjustments, shelf life observations, and a sensory comparison summary with recommended adjustments for scale‑up by Friday afternoon.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Collaborate with marketing, procurement, and production teams
+Coordinate a cross‑functional meeting with marketing, procurement and production to finalise the fall…
Collaborate with marketing, procurement, and production teams
+Coordinate a cross‑functional meeting with marketing, procurement and production to finalise the fall sandwich launch: circulate a one‑page brief with target price, margin, key specs, production capacity constraints and two launch dates, gather feedback, and produce a single agreed action list within 48 hours after the meeting.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Says who?
These are the pages we read to build this. Open any of them and check us.
Related careers
Same family of work — each with its own tasks and prompts.
The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.
The rest of the map
Same library, five ways in.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses