Writing, Editing and Humanities AI Training Interview Questions
Writing roles ask writers, editors, teachers, journalists and humanities experts to write prompts and model answers, edit for clarity and accuracy, and judge model writing on style and reasoning. Some postings focus on a single country or subject area. These practice questions are about clear, precise and original writing.
48 open roles in this groupUpdated 9 October 2026
Practice questions
These are practice questions written for this site to help you prepare. No platform has said it asks these exact questions.
Edit this model-written paragraph for clarity and concision.
A good answer covers: Cut filler, fix structure and grammar, keep the meaning, and explain the main changes.
Write a short essay prompt with a rubric to grade answers.
A good answer covers: A clear task, constraints, and a rubric with levels for argument, evidence, structure and style.
How would you rate a fluent essay that contains a factual error?
A good answer covers: Fluency does not make up for wrong facts; score accuracy down and point to the error.
What makes writing sound machine-generated?
A good answer covers: Generic phrasing, repeated structures, empty openers and closers, buzzwords, vague claims.
Write a 100-word summary of a long article, keeping the key facts.
A good answer covers: All main points, no new claims, correct names and numbers.
How do you adapt tone for different readers?
A good answer covers: Examples for experts, beginners and formal settings; word choice, sentence length, structure.
Explain an important idea in your subject (history, literature, philosophy) for a general reader.
A good answer covers: Accurate, engaging, one concrete example, and the main debate if there is one.
How do you check sources when writing factual content?
A good answer covers: Primary or reliable sources, cross-checking, and citing where required.
Design a prompt that tests whether a model can follow complex formatting instructions.
A good answer covers: Several precise constraints with an easy way to check each one.
What the platforms say about the assessment
In the 2026-10-09 data, roles in this group came from Welo Data (Welocalize), Meridial, micro1, SME Careers, RWS TrainAI, Terac and xAI. Each platform runs its own process, and steps can differ by role. Below is what each platform's public pages or postings say, followed by lines quoted from current postings in this group.
Welo Data (Welocalize)
- Welo Data's join page lists these steps: apply, create a Welo Works account, take a Language and Cultural Assessment, optional study materials, a qualification exam, then payment setup and agreement.
- Many postings say there is no formal interview and the process is automated. Several mention learning modules and a quality test designed by the client; translation roles may include a translation test.
- Welo Data says it only contacts applicants from @welocalize.com, @weloglobal.com, @hire.lever.co and @welodata.ai addresses and never asks for fees.
Source: welodata.ai
Meridial
- Meridial postings describe the work and requirements but do not describe the screening steps.
- Postings say contractors supply their own secure computer and internet connection, and recording roles add a high-quality microphone and recording setup. Company benefits such as health insurance do not apply.
- We could not confirm Meridial's selection steps from a public page; treat the posting itself as the guide.
Source: boards-api.greenhouse.io
micro1
- micro1's experts page describes four steps: apply for opportunities, take the AI interview, get onboarded, start earning.
- Postings commonly list screening questions, then an AI interview, then in some roles a technical assessment, then a review by the hiring manager. Interview lengths stated in postings range from about 10 to 30 minutes.
- Some postings ask you to complete the interview and assessment without outside assistance.
- micro1's FAQ says certification does not guarantee immediate placement on a project.
Source: www.micro1.ai
SME Careers
- Many SME Careers postings state: 'Selection process involves an AI interview, a domain-specific task, and an interview with a recruiter.'
- Many postings also say there is no immediate project for the role, and that qualified applicants will be contacted first when relevant opportunities arise.
Sources: sme.careers, api.sme.careers
RWS TrainAI
- Some RWS TrainAI postings say you must pass training modules and a required test created by the client before starting work.
- Other postings mention language knowledge assessments, an evaluation test to complete within 48 hours of receiving it, and onboarding and calibration sessions.
Source: api.lever.co
Terac
- Terac's expert docs describe signing in with LinkedIn, verifying your phone, connecting LinkedIn or adding a resume, and a short voice conversation of about 10 minutes that the docs say you can skip and take later.
- Each opportunity then has its own steps, usually screening questions followed by the tasks themselves. Research postings describe remote video or voice interviews of 30 to 90 minutes.
Source: terac.com
xAI
- xAI postings say role-specific details are given during the interview process. They do not describe the steps publicly.
- Basic qualifications in postings include native proficiency for language roles and a portfolio for video and creative roles.
Source: boards-api.greenhouse.io
Quoted from current postings
"Specific details and role specific information will be provided to you during the interview process."
"Selection process involves an AI interview, a domain-specific task, and an interview with a recruiter."
Steps were read from public pages and postings, not tested first-hand. Passing a screening does not guarantee a project, hours or pay.
Terms to know
- Prompt writing
- Creating realistic or challenging prompts for a model, often with a target answer or rubric, to build training or test data.
- Golden response
- A model answer written or rewritten by an expert to be the best possible reply to a prompt.
- Rewrite
- A task where you fix a model's answer so it is correct, complete and follows the guidelines, instead of only scoring it.
- Rubric
- A written list of criteria and scores used to judge a response, for example accuracy, instruction following and tone, each with clear pass or fail descriptions.
- Instruction following
- Whether a model did exactly what was asked, including constraints such as length, format, language or things to avoid.
Open roles in this group (48)
- English Teacher micro1 $15-40/hr as listed Referral
- Senior Book Editor micro1 $80-120/hr as listed Referral
- Brazilian Subject Matter Expert in Sports Welocalize Rate not listed
- Senior DoD Staff Writing SME micro1 $40-80/hr as listed Referral
- Military Writing Specialist micro1 $40-80/hr as listed Referral
- Lawyer/Legal Writer micro1 $90-140/hr as listed Referral
- Journalist/Writer micro1 $90-140/hr as listed Referral
- Educator/ Assessor Writer micro1 $90-140/hr as listed Referral
- AI Tutor - Humanities xAI $35-75/hr as listed
- Social Sciences & Education Team Lead SME Careers Up to $20/hr as listed
- Professionals: Designing Challenging AI Prompts Terac $20/task as listed
- Linguistics Specialists micro1 $40-50/hr as listed Referral
- Generalist Writer micro1 $40-50/hr as listed Referral
- Generative AI Content Analyst | Ukrainian (Poland) Welocalize $10/hr as listed
- Brazilian Subject Matter Expert in Religion or Philosophy Welocalize Rate not listed
- Brazilian Subject Matter Expert in Politics Welocalize Rate not listed
- Brazilian Subject Matter Expert in Literature and Linguistics Welocalize Rate not listed
- Brazilian Subject Matter Expert in Law and Ethics Welocalize Rate not listed
- Brazilian Subject Matter Expert in History Welocalize Rate not listed
- Brazilian Subject Matter Expert in Animals and Pets Welocalize Rate not listed
- Sociology Quality Assurance Lead (QAL) SME Careers Up to $65/hr as listed
- Political Science Quality Assurance Lead (QAL) SME Careers Up to $70/hr as listed
- Philosophy Quality Assurance Lead (QAL) SME Careers Up to $65/hr as listed
- History Quality Assurance Lead (QAL) SME Careers Up to $50/hr as listed
- Cultural Studies Quality Assurance Lead (QAL) SME Careers Up to $65/hr as listed
- Anthropology Quality Assurance Lead (QAL) SME Careers Up to $65/hr as listed
- Copywriter & Content Expert SME Careers Up to $55/hr as listed
- Brazilian Portuguese - Religion & Philosophy Subject Matter Expert (SME) RWS TrainAI $30/hr as listed
- Brazilian Portuguese - Literature & Linguistics Subject Matter Expert (SME) RWS TrainAI $26.4/hr as listed
- Brazilian Portuguese - History Subject Matter Expert (SME) RWS TrainAI $30/hr as listed
- Information Specialist - Freelance AI Trainer Project Meridial $10-30/hr as listed
- Project Lion - Senior Prompt Engineer - Spain (Remote, Part-Time) Welocalize Rate not listed
- Project Lion - Senior Prompt Engineer - Portugal (Remote, Part-Time) Welocalize Rate not listed
- Project Lion - Senior Prompt Engineer - Netherland (Remote, Part-Time) Welocalize Rate not listed
- Project Lion - Senior Prompt Engineer - Japan (Remote, Part-Time) Welocalize Rate not listed
- Project Lion - Senior Prompt Engineer - Italy (Remote, Part-Time) Welocalize Rate not listed
- Project Lion - Senior Prompt Engineer - Germany (Remote, Part-Time) Welocalize Rate not listed
- Project Lion - Senior Prompt Engineer - France (Remote, Part-Time) Welocalize Rate not listed
- Religion Specialist – Freelance AI Trainer Project Meridial $6-65/hr as listed
- Politics & Government Specialist – Freelance AI Trainer Project Meridial $6-65/hr as listed
Showing the 40 newest. Search all roles
Sources
- https://welodata.ai/join-the-community/
- https://boards-api.greenhouse.io/v1/boards/agency/jobs?content=true
- https://www.micro1.ai/experts
- https://sme.careers/jobs
- https://api.sme.careers/v1/jobs/open
- https://api.lever.co/v0/postings/rws?mode=json
- https://terac.com/docs/experts
- https://boards-api.greenhouse.io/v1/boards/xai/jobs?content=true
- https://job-boards.greenhouse.io/xai/jobs/5227951007
Other role groups
- AI Tutor and Generalist Rater
- Bilingual and Language Expert
- Translator and Linguist
- Transcription
- Search, Ads and Maps Quality Rater
- Voice, Speech and Audio
- Video and Photo Data Collection
- Data Annotation and Labeling
- Creative, Video and Design
- Software Engineering and Coding
- Machine Learning and Data Science
- STEM and Research Reasoning
- Physics
- Doctor, Nurse and Health Professional
- Mental Health and Psychology
- Medical Coding, Writing and Life Sciences
- Lawyer and Legal
- Finance and Investment
- Accounting and Tax
- Engineering and CAD
- Robotics
- Business, Consulting and Operations
- Paid Research Interviews and Studies