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.
Manage emails and respond to client inquiries
+Triage the inbox, flag urgent client questions from Zara and Miguel, draft concise replies with proposed next…
Manage emails and respond to client inquiries
+Triage the inbox, flag urgent client questions from Zara and Miguel, draft concise replies with proposed next steps or links to the FAQ, archive resolved threads, and report any unresolved issues to me by 4pm today.
The tools that do the workGmailweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Schedule meetings and appointments
+Propose three meeting times next week for a 30-minute call with Priya and the design team, send the options…
Schedule meetings and appointments
+Propose three meeting times next week for a 30-minute call with Priya and the design team, send the options to all invitees with agenda and preferred platform, book the slot they accept and add reminders 24 and 1 hour before.
The tools that do the workGoogle CalendarGmailweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Organize and manage digital files and documents
+Organize the project folder structure for the Q3 campaign, move final assets into clearly named client and…
Organize and manage digital files and documents
+Organize the project folder structure for the Q3 campaign, move final assets into clearly named client and creative subfolders, remove obsolete drafts, update the index document with file locations, and share the master folder with the marketing team.
The tools that do the workGoogle Driveweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Create and send invoices to clients
+Create and send an invoice to Marcus for June consulting: service description, hours 28, rate $85, total…
Create and send invoices to clients
+Create and send an invoice to Marcus for June consulting: service description, hours 28, rate $85, total $2,380, payment terms 14 days, attach a PDF copy, and log the sent invoice in the billing folder.
The tools that do the workFreshBooksweb
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.
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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