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.
Cook recipes exactly as written
+Cook the lemon ricotta pancakes exactly as written in Hannah's draft — weigh ingredients, follow temperatures…
Cook recipes exactly as written
+Cook the lemon ricotta pancakes exactly as written in Hannah's draft — weigh ingredients, follow temperatures and timings, use the specified pan and two-minute flip rule, plate two stacks for photos, note any deviations.
The tools that do the workWordPressweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Assess taste, texture, appearance, and doneness
+Taste, texture, appearance and doneness check on the roasted chicken: cut into thigh and breast, sample both…
Assess taste, texture, appearance, and doneness
+Taste, texture, appearance and doneness check on the roasted chicken: cut into thigh and breast, sample both for seasoning and juiciness, score skin crispness, record mouthfeel, three-word summary for headline.
The tools that do the workWordPressweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Check for clarity and accuracy in recipes
+Work through the carrot cake recipe step by step to check clarity: follow every direction literally, time…
Check for clarity and accuracy in recipes
+Work through the carrot cake recipe step by step to check clarity: follow every direction literally, time each step, flag unclear measurements or missing temps, test baking time at 180°C and report exact outcomes.
The tools that do the workWordPressweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Suggest improvements to recipes
+Suggest practical improvements to the weeknight stir-fry: recommend one ingredient swap, one timing change,…
Suggest improvements to recipes
+Suggest practical improvements to the weeknight stir-fry: recommend one ingredient swap, one timing change, and one technique tip to make it faster without loss of flavour, and provide a revised ingredient list.
The tools that do the workWordPressweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Evaluate recipes in off-season conditions
+Evaluate the tomato soup recipe under off-season conditions: make it with canned tomatoes and reduced fresh…
Evaluate recipes in off-season conditions
+Evaluate the tomato soup recipe under off-season conditions: make it with canned tomatoes and reduced fresh herbs, note flavour loss, texture changes, and two adjustments to recover brightness and mouthfeel.
The tools that do the workWordPressweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Find and source seasonal or out-of-season ingredients
+Find and source the best seasonal or imported ingredients for the winter citrus tart: list three suppliers…
Find and source seasonal or out-of-season ingredients
+Find and source the best seasonal or imported ingredients for the winter citrus tart: list three suppliers for blood oranges and two substitutes, include price, lead time, and suggested quality grade for each.
The tools that do the workWordPressweb
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.
Activities this job lives in
The human activities behind the tasks — each with its honest AI ceiling.
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