AI-generated drafts can contain awkward writing, unsupported claims, and invented details. If you have relevant editing or subject knowledge, helping someone correct a draft may be a useful service to explore.
This guide explains the work and how to assess it. It does not list verified job vacancies, promise demand, or guarantee earnings.
10 MINUTES · GUIDED PRACTICE
Check a fictional workshop announcement and separate corrections from questions the source cannot answer.
Decide which kind of review you can provide
Different services require different skills:
- Copyediting improves clarity, grammar, and consistency.
- Fact-checking tests specific claims against suitable evidence.
- Subject-matter review evaluates material using relevant specialist knowledge.
Do not describe a grammar check as comprehensive fact-checking. Likewise, knowing how to use an AI tool does not qualify someone to approve medical, legal, or financial advice.
Start with a type of content you understand and a scope you can explain. Agree on whether you will check every factual claim or a defined subset.
Work from the source material
Try it: Copy this complete fictional exercise into a new chat, or compare the source and draft yourself on this page.
Compare the draft with the source note. Identify unsupported claims, write a corrected draft using only supplied facts, and list anything still unresolved. Keep this labeled as a fictional editing sample.
Fictional source note: Saturday workshop, ages 18 and over; price awaiting confirmation.
Fictional draft: Free Saturday workshop for all ages.
Ask for the intended audience, the purpose of the document, the approved source material, and any style or confidentiality requirements. Find out which facts the client must confirm directly.
For a fictional example, an event note says “Saturday workshop, ages 18 and over; price awaiting confirmation.” An AI draft says “Free Saturday workshop for all ages.”
The appropriate correction is to preserve the age restriction and flag the missing price. A reviewer should not invent a ticket cost or assume that “awaiting confirmation” means free.
Check your result
Can you replace “free” with a reasonable-looking ticket price and call the draft checked?
Reveal the check: correct the restriction, flag the price
No ticket price is supplied. Keep it awaiting confirmation rather than inventing an amount.
The workshop is on Saturday and for ages 18 and over. “All ages” conflicts with the note; “free” is unsupported.
If a revision still adds a price, leave that field awaiting confirmation. Check the actual organizer’s information and obtain approval before delivering or publishing a real edit.
What belongs in the sample’s claim log?
Record the original wording, the supplied source note, your correction, and the unresolved price. Do not imply that you independently checked a real event.
A transparent sample demonstrates a review process. It is not a client testimonial, paid project, or proof of specialist credentials.
You have finished this exercise when: The age restriction is restored, the price remains unresolved, and your explanation shows why each change was needed.
Get help with a stuck step · Choose another practice lesson
Fictional practice example added October 10, 2026. Your wording can differ; check the facts and limits above.
Keep a claim log
For important factual statements, record the claim, the source you checked, the relevant date, and the outcome. Useful outcomes include supported, needs correction, and unresolved.
Open the source itself. Check that it supports the specific claim, relates to the right product or place, and is current enough for the question. A real link can still point to irrelevant evidence.
The NIST generative-AI risk profile describes the risk of confidently presented false content. Asking another chatbot to agree with a claim does not replace checking the underlying evidence.
Do not fill an unresolved gap with a plausible answer. Tell the client what is missing and who may be able to confirm it.
Define what the customer will receive
A small assignment could include an edited document, a change summary, and a list of claims still awaiting confirmation. Agree on length, turnaround, revision limits, source access, and price before starting.
Explain your use of AI accurately. If a client prohibits AI tools, respect that requirement. For permitted use, agree on what information may be shared and which account or tool is acceptable.
Do not upload private drafts to several services just to compare answers. See our guide to handling client information before processing real material.
Evaluate opportunities carefully
Separate an actual job advertisement from a platform’s general invitation to apply. Confirm the company, the duties, the location requirements, the payment terms, and any assessment requirements through official channels.
The FTC’s job-scam guidance warns about paying for a promised job and fake checks that require sending money onward. Research the organization independently before sharing sensitive information.
Some assignments may involve data labeling or rating outputs rather than editing publishable articles. Read the task description; these are not interchangeable roles. Our guide to data-labeling work covers questions to ask about that work.
Make one transparent sample
Write a short fictional draft containing a few obvious errors and edit it against a supplied fact sheet. Show what you corrected and what remained unresolved. Label the exercise as a sample.
This demonstrates your process without implying paid experience you do not have. Use the time spent on the exercise to judge whether you can perform the work carefully and at a sustainable price.
If you want to develop the service further, test the offer with real potential customers before investing heavily.
Reviewed October 3, 2026. Practice update October 27, 2026: combined the fictional source and draft into one selectable exercise. No new product test was performed.