Keep the human in the loop
Look up any occupation and see the activities it is actually made of. Each one is scored on how much of its output software can produce today, and linked to the tools that address it.
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Three ways in, one map
Most directories are indexed by vendor, so they can tell you what a product claims and never what it does about your Tuesday. This one is indexed by work, which means every road leads to the same place: a specific activity, and the specific things that can take it on.
01From your job
A title resolves to an occupation, and the occupation to the activities the Department of Labor says it is made of. No vibes, no quiz.
Browse 1,016 occupations02From the task
Every activity has its own page: what it is, how much of it software can produce, which jobs perform it, and which layer of the market addresses it.
Browse 2,083 activities03From the tool
The landscape is ordered by distance from the human, from things you talk to straight through to the models underneath. Ours is listed last and labelled.
Open the landscapeStart from your job
Every occupation the US workforce is described with, broken into the work it contains. These are the ones people open most.
All 1,016 occupations →- Paralegals and Legal Assistants
- Registered Nurses
- Customer Service Representatives
- Bookkeeping, Accounting, and Auditing Clerks
- Marketing Managers
- Software Developers
- Graphic Designers
- Real Estate Sales Agents
- Elementary School Teachers, Except Special Education
- Accountants and Auditors
- Human Resources Specialists
- Receptionists and Information Clerks
- Management Analysts
- Editors
- Pharmacists
- Electricians
- Chefs and Head Cooks
- Insurance Sales Agents
- Physical Therapists
- Loan Officers
What a report looks like
The job as its tasks on the left, the same job as a set of agents on the right. Every task row is a link into the task layer, and one agent will run a read-only sample right here before you have signed up for anything.
Open the full report →Or start from the task
A job is not one thing that survives or does not. Its activities are being affected at wildly different rates, so they are grouped by the kind of work they ask of you, following O*NET’s own rollup rather than any keyword of ours.
All 2,083 activities →Most of the output can be produced by software today.
| Kind of work | Activities |
|---|---|
| Analysis and evaluation work | 203 |
| Drafting and content production | 168 |
| Recording, documentation and administration | 150 |
| Research and retrieval work | 134 |
| Work done in software | 30 |
Part of the output can be produced by software today.
| Kind of work | Activities |
|---|---|
| Routine communication and explanation | 180 |
| Scheduling, planning and resource control | 108 |
| Monitoring and oversight | 32 |
| Selling and influencing | 19 |
Little of this can be handed to software today.
The human part is the job
Every report ends with a column of work that stays yours: the deciding, the being present, the carrying of a consequence. It is not a consolation prize. It is the part that was always the job, finally separated from the typing around it.
The whole landscape, in one order
140 tools across 12 layers, sorted by how far they sit from the person doing the work rather than alphabetically or by funding. Nothing is ranked and nothing is sponsored.
Open the landscape →
Then do the work
Knowing a task can be automated is not the same as having automated it. Each workflow is a named job of work with numbered steps and prompts you can paste, plus the places it can be scheduled or looped once it runs.
All 48 workflows →From typing every product description to an agent writing your metafields
An agent writes product descriptions and fills metafields from your product data, cutting catalogue prep from hours to minutes per batch.
Open the workflowHave an agent draft every reply in your inbox before you open it
Your agent drafts replies to every email before you read it, so you edit instead of writing from scratch.
Open the workflowBuild every asset for a new social profile in an afternoon
Generate a complete social media brand kit and two weeks of content in one coordinated session.
Open the workflowGo from a keyword to a published, well-structured page
Turn a target keyword into a comprehensive, competitor-informed page outline and first draft in under an hour.
Open the workflowHave the weekly report write itself from the systems you already use
Connect your dashboards to an agent that pulls the numbers and writes your weekly update in your voice.
Open the workflowAnswer a repeat customer question once and never type it again
Turn your most common support questions into a knowledge base that answers itself with consistent, approved responses.
Open the workflowAnd read up on it
The terms in every report are linked to their definitions, and the definitions are linked back to the work. None of it lives on a different site.
Guides100
Practical how-to and explainers on getting real work out of models and agents.
Glossary182
Every term used across the site, defined once and hoverable wherever it appears.
Writing51
What is actually changing in the agent market, and what it means for the people doing the work.
- Structured Outputs vs Strict Tool Use: Choosing the Right LLM Constraint Method
- Evaluating LLM Summarization for Clinical Documentation: Accuracy, Omission, and Human Review
- Code Review Agents: How Severity Filters Distort Precision vs Recall Metrics
- Prompt Caching and Cost Control for High-Volume Support Automation
- Multi-Agent Orchestration for Campaign Analytics: Fan-Out, Barriers, and Result Synthesis
Look up your own
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Method. Occupations, their activities and the tools they use come from the public-domain O*NET 30.3 database, published by the US Department of Labor. The automatability bands and the tool landscape are our own judgment, stated as bands rather than invented percentages, and they are not endorsed by anyone.