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How a proofreader / copy marker can use AI, task by task

O*NET 43-9081.00: Proofreaders and Copy MarkersMedian pay $51,120/year (BLS, May 2025)11 tasksJob Zone 4: Considerable preparation

Read transcript or proof type setup to detect and mark for correction any grammatical, typographical, or compositional errors. Excludes workers whose primary duty is editing copy. Includes proofreaders of braille.

Your job title Type your own title and every prompt on this page updates to match. Also called: Copy Editor, Copyholder, Editorial Assistant, News Copy Editor, Proofer, Proofreader, Typesetter.

Where AI fits in this job

AI-ready 30%AI-assist 61%Stays human 10%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 3 AI-ready, 7 AI-assist and 1 human-led tasks out of 11. This measures where AI can help, not whether the job will disappear.

Information & paperwork

Thinking & planning

People & communication

Leading & teaching

Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

Mark copy to indicate and correct errors in type, arrangement, grammar, punctuation, or spelling, using standard printers' marks.Review & check · Several times a day
Correct or record omissions, errors, or inconsistencies found.Review & check · Daily
Read corrected copies or proofs to ensure that all corrections have been made.Review & check · Daily

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

Route proofs with marked corrections to authors, editors, typists, or typesetters for correction or reprinting.Lead people · Daily

Skills to build & where you could move ↓

AI can draft these 3

AI produces a usable first pass. You review it, fix it and own it.

Consult reference books or secure aid of readers to check references with rules of grammar and composition.

Daily

AI maps out the topic and options; confirm with real sources.

Show prompt & steps

AI is a fast research assistant. Ask it to map out a topic, compare options or list what to check. Use a tool with web search and ask for its sources.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to consult reference books or secure aid of readers to check references with rules of grammar and composition.

Context: We use Style guide databases; the work draws on communications and media and computers and electronics.
What I need: [the specific information]
Where I can search: [files, databases, references]

Give me a search plan with terms and sources in order of likely success, and how to confirm the result. Flag where information may be outdated.

10-minute exercise: Search references for an answer

Step 1Pick something you need to look up this week.

Step 2Fill in [What I need] and [Where I can search].

Step 3Run the plan and check the result against a second source.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.3/5 · core task · O*NET work activity: Search files, databases or reference materials to obtain needed information..

Compare information or figures on one record against same data on other records, or with original copy, to detect errors.

Daily

AI is a tireless first-pass checker.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 57% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI is a tireless proofreader. It catches inconsistencies, missing fields and errors across documents and data, so your review time goes on what matters.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to compare information or figures on one record against same data on other records, or with original copy, to detect errors.

Context: We use Adobe Acrobat; the work draws on communications and media and computers and electronics.
Transactions: [paste billing or check data]
Rules: [prices, signatures, required info]

Flag errors and missing information. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Billing and payment verification

Step 1Pick a real example: the next time you compare information or figures (today).

Step 2Fill in [Transactions] and [Rules] with the real details, then run the prompt.

Step 3Do your usual review too, and note what AI caught and what it missed.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 4.4/5 · core task · O*NET work activity: Verify accuracy of financial or transactional data..

Archive documents, conduct research, and read copy, using the internet and various computer programs.

Daily

AI handles forms, records and routine paperwork for you to verify.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 67% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Forms, records, data entry, scheduling and routine paperwork are where AI saves the most time. It drafts, sorts, extracts and reformats while you verify.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to archive documents, conduct research, and read copy, using the internet and various computer programs.

Context: We use Adobe Acrobat and Microsoft Access.
Documents: [transcripts, exhibits, records]
Rules: [court, office]

Make a filing checklist and naming scheme. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Filing system

Step 1Pick a real example: the next time you archive documents (today).

Step 2Fill in [Documents] and [Rules] with the real details, then run the prompt.

Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 3.9/5 · core task · O*NET work activity: File documents or records.. Also involves: Search information sources to find specific data..

AI can help you prep these 7

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Mark copy to indicate and correct errors in type, arrangement, grammar, punctuation, or spelling, using standard printers' marks.

Several times a day

AI pre-checks against the rules; the sign-off stays with you.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 39% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to mark copy to indicate and correct errors in type, arrangement, grammar, punctuation, or spelling, using standard printers' marks.

Context: We use Adobe Acrobat; the work draws on communications and media and computers and electronics.
Document: [paste text]
What to check: [facts, figures, style, references]

List errors with corrections and anything to verify. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Proofread for accuracy

Step 1Pick a real example: the next time you mark copy.

Step 2Fill in [Document] and [What to check] with the real details, then run the prompt.

Step 3Accept only the fixes you agree with.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 4.7/5 · core task · O*NET work activity: Proofread documents, records, or other files to ensure accuracy..

Correct or record omissions, errors, or inconsistencies found.

Daily

AI pre-checks against the rules; the sign-off stays with you.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 32% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to correct or record omissions, errors, or inconsistencies found.

Context: We use Adobe Acrobat; the work draws on communications and media and computers and electronics.
Document: [paste text]
What to check: [facts, figures, style, references]

List errors with corrections and anything to verify. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Proofread for accuracy

Step 1Pick a real example: the next time you correct or record omissions, errors and inconsistencies found (today).

Step 2Fill in [Document] and [What to check] with the real details, then run the prompt.

Step 3Accept only the fixes you agree with.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 4.5/5 · core task · O*NET work activity: Proofread documents, records, or other files to ensure accuracy..

Read corrected copies or proofs to ensure that all corrections have been made.

Daily

AI pre-checks against the rules; the sign-off stays with you.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 33% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to read corrected copies or proofs to ensure that all corrections have been made.

Context: We use Adobe Acrobat; the work draws on communications and media and computers and electronics.
Document: [paste text]
What to check: [facts, figures, style, references]

List errors with corrections and anything to verify. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Proofread for accuracy

Step 1Pick a real example: the next time you read corrected copies or proofs (today).

Step 2Fill in [Document] and [What to check] with the real details, then run the prompt.

Step 3Accept only the fixes you agree with.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 4.6/5 · core task · O*NET work activity: Proofread documents, records, or other files to ensure accuracy..

Consult with authors and editors regarding manuscript changes and suggestions.

Weekly

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to consult with authors and editors regarding manuscript changes and suggestions.

Production: [show, film]
Departments: [costume, makeup, design]

Draft questions and decisions to agree. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Production details meeting

Step 1Pick a real example: the next time you consult with authors and editors regarding manuscript changes and suggestions (this week).

Step 2Fill in [Production] and [Departments] with the real details, then run the prompt.

Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.0/5 · core task · O*NET work activity: Collaborate with others to determine production details..

Typeset and measure dimensions, spacing, and positioning of page elements, such as copy and illustrations, to verify conformance to specifications, using printer's ruler or layout software.

Several times a day

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to typeset and measure dimensions, spacing, and positioning of page elements, such as copy and illustrations, to verify conformance to specifications, using printer's ruler or layout software.

Context: We use Adobe Acrobat; the work draws on communications and media and computers and electronics.
Document: [paste text]
What to check: [facts, figures, style, references]

List errors with corrections and anything to verify. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Proofread for accuracy

Step 1Pick a real example: the next time you typeset and measure dimensions.

Step 2Fill in [Document] and [What to check] with the real details, then run the prompt.

Step 3Accept only the fixes you agree with.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 4.3/5 · O*NET work activity: Proofread documents, records, or other files to ensure accuracy..

Write original content, such as headlines, cutlines, captions, and cover copy.

Weekly

AI builds you an answer bank; exceptions and the human touch are yours.

Show prompt & steps

Build a personal answer bank with AI for the questions you get every day. In the moment, the human touch and the judgment about exceptions are yours.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to write original content, such as headlines, cutlines, captions, and cover copy.

Context: The work draws on communications and media and computers and electronics.
Stories: [news, announcements]
Format: [read, record]

Tighten copy for reading aloud and mark pronunciations. Keep answers to 2-3 sentences and flag any that depend on the situation.

10-minute exercise: News reading prep

Step 1Pick a real example: the next time you write original content (this week).

Step 2Fill in [Stories] and [Format] with the real details, then run the prompt.

Step 3Save the answers you'd actually use and tweak each one the first time you send it.

Don't paste customers' personal details into AI tools. Describe the situation instead.

Importance 3.6/5 · core task · O*NET work activity: Report news to the public..

Read proof sheets aloud, calling out punctuation marks and spelling unusual words and proper names.

Weekly

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to read proof sheets aloud, calling out punctuation marks and spelling unusual words and proper names.

Context: We use Adobe Acrobat; the work draws on communications and media and computers and electronics.
Document: [paste text]
What to check: [facts, figures, style, references]

List errors with corrections and anything to verify. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Proofread for accuracy

Step 1Pick a real example: the next time you read proof sheets aloud (this week).

Step 2Fill in [Document] and [What to check] with the real details, then run the prompt.

Step 3Accept only the fixes you agree with.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 3.3/5 · O*NET work activity: Proofread documents, records, or other files to ensure accuracy..

These stay human 1

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Contact with others: constant contact with others · Face-to-face discussions: once a week or more but not every day · Using hands on tools and objects: more than half the time · Frequency of decisions: once a week or more but not every day

Route proofs with marked corrections to authors, editors, typists, or typesetters for correction or reprinting.

Daily

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a proofreader / copy marker. Part of my job is to route proofs with marked corrections to authors, editors, typists, or typesetters for correction or reprinting.

Context: The work draws on communications and media and computers and electronics.
Operation: [describe]
People: [describe]

Plan coordination and communication. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Coordinating operations

Step 1Pick a real example: the next time you route proofs (today).

Step 2Fill in [Operation] and [People] with the real details, then run the prompt.

Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.3/5 · core task · O*NET work activity: Coordinate operational activities..

Get the full prompt pack for Proofreaders and Copy Markers

Every task, prompt and 10-minute exercise on this page in one PDF, formatted to print or keep on your desktop. Free.

Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

Monitoringimportance 2.9/5
Used in: Guiding, Directing, and Motivating Subordinates
Time Managementimportance 2.8/5
Used in: Guiding, Directing, and Motivating Subordinates
Active Learningimportance 2.5/5
Used in: Guiding, Directing, and Motivating Subordinates

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

Reading Comprehensionimportance 4.2/5
Used in: Evaluating Information to Determine Compliance with Standards
Critical Thinkingimportance 3.0/5
Used in: Evaluating Information to Determine Compliance with Standards
Active Listeningimportance 3.1/5
Used in: Getting Information
Writingimportance 3.6/5
Used in: Communicating with Supervisors, Peers, or Subordinates

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Writers and Authors2% human-led · Same preparation · $76,910/yr
Skills to build: Persuasion, Social Perceptiveness, Writing
Judicial Law Clerks25% human-led · Needs more preparation · $64,920/yr · usually doctoral degree
Skills to build: Active Learning, Learning Strategies, Critical Thinking

New tasks appearing in this job

O*NET has started tracking 2 new or updated tasks here: 0 AI-ready, 2 AI-assist, 0 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Check the facts of stories using the internet.

New in O*NET

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to check the facts of stories using the internet.

Context: We use File transfer protocol FTP client software; the work draws on communications and media and computers and electronics.
Story or interview: [topic, guest, angle]
Deadline: [time]

Give me a background brief: key facts with sources to confirm, timeline, people involved, and 8 sharp questions. Flag claims that need verification.

10-minute exercise: Background for a story

Step 1Pick a real example: the next time you check the facts of stories.

Step 2Fill in [Story or interview] and [Deadline] with the real details, then run the prompt.

Step 3Verify every fact with an original source before it airs or prints.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

New O*NET task (07/2016). O*NET hasn't linked it to work activities yet, so its label comes from similar tasks, such as “Check reference materials, such as books, news files, or public records, to obtain relevant facts.” (News Analysts, Reporters, and Journalists), and was checked by hand. O*NET work activity: Gather information for news stories.. Also involves: Verify accuracy of financial information.; Prepare investigation or incident reports..

Design page layouts using text, photographs, graphics, and other elements.

New in O*NET

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a proofreader / copy marker. Part of my job is to design page layouts using text, photographs, graphics, and other elements.

Context: We use Adobe Photoshop and Adobe Illustrator; the work draws on communications and media and computers and electronics.
Space: [store, facility]
Goals: [flow, display]

Generate layout options with pros and cons. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Layout design

Step 1Pick a real example: the next time you design page layouts.

Step 2Fill in [Space] and [Goals] with the real details, then run the prompt.

Step 3Pick the idea that sparks something and develop it yourself for 5 minutes.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

New O*NET task (07/2016). O*NET hasn't linked it to work activities yet, so its label comes from similar tasks, such as “Design and plan layout of equipment.” (Chemical Engineers), and was checked by hand. O*NET work activity: Plan facility layouts or designs.. Also involves: Format digital documents, data, or images.; Design industrial processing systems..

Getting into this job

Bachelor's degree is most common (47% of workers)

High school or less 11%
Certificate or some college 18%
Associate's 23%
Bachelor's 47%

On-the-job training: up to 1 month
Related experience: 1–2 years

What workers in this job report, from O*NET surveys (typical values). Some of these estimates are lower precision.

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Adobe AcrobatAdobe After EffectsAdobe Creative Cloud softwareAdobe IllustratorAdobe InDesignAdobe PhotoshopHubSpot softwareMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPoint