Non-Coding AI Jobs: The Best Platforms for Writers, Historians & Linguists
You do not need coding skills to train AI. Writers, historians, and linguists earn $20–$50/hr training models on nuance, creativity, and fact-checking.
The biggest myth in the AI industry is that you need to be a software engineer to participate.
While engineers build the structure of AI models, they cannot teach them nuance, cultural context, or creative writing. An AI model trained only by coders ends up sounding like a robot.
To fix this, AI labs hire writers, historians, linguists, and philosophers. Humanities roles on our board post a median of $75 an hour, and writing roles $35.
Writers, historians, and linguists get paid for nuance, tone, and fact-checking, not code
- No coding is required. The work tests reading comprehension, writing quality, and domain judgment instead.
- Mercor posts the most humanities roles on our board, at a median of $75/hr across the category, with Ethos, AfterQuery and Handshake behind it.
- Alignerr and SME Careers run dedicated generalist, language and expert tracks; SME Careers lists writing and language roles at up to $55/hr.
- Mindrift is the strongest option for bilingual and multilingual applicants, with pay that varies by language and region.
- Apply to all three at once rather than waiting on a single platform to respond.
Models get facts, tone and nuance wrong, and humanities training catches it
Large Language Models (LLMs) like ChatGPT and Gemini struggle with things that come naturally to liberal arts graduates:
1. Hallucinations
Models lie confidently. A historian is needed to look at an AI's essay on the French Revolution and flag that it puts the storming of the Bastille in 1792 instead of 1789. A reviewer without the subject knowledge reads straight past that kind of error.
2. Tone & Style
Models default to bland, corporate speech. Creative writers are hired to teach the model how to write poetry, screenplays, or persuasive essays that sound inherently human.
Three platforms run non-coding tracks, and Mercor posts the most humanities roles
These three run tracks built for language and reasoning skills. For volume, check Mercor too: it posts the most humanities roles on our board, and Ethos, AfterQuery and Handshake post the rest. The humanities jobs page lists them all.
1. Alignerr (The Generalist Choice)
Best for WritersAlignerr (by Labelbox) has distinct tracks for "Generalist" and "Language Expert." Their assessments focus heavily on reading comprehension, logic puzzles, and English grammar.
- Pay Rate: set per project; Alignerr states $10 to $280/hr across its roles
- Typical Task: Rate two AI-written emails and explain which one is friendlier.
Apply to Alignerr Generalist Track
Pays weekly (via Deel)
Focus on the 'Generalist' or specific language (e.g. 'Spanish') assessments.
2. SME Careers (For Degree Holders)
Masters / PhDIf you have an advanced degree in History, Law, Biology, or Literature, aim for expert roles rather than the entry-level generalist queue. SME Careers matches you based on your domain expertise.
- Pay Rate: listed as a maximum, up to $55/hr on writing and language roles and more on expert roles
- Typical Task: "Review this detailed summary of the 19th Century Industrial Revolution for factual accuracy."
Use Your Degree at SME Careers
Pays weekly via Deel, covering Monday to Sunday
Look for 'Domain Expert' roles rather than generic AI training.
3. Mindrift (The Linguist Choice)
Global / LanguagesMindrift (Toloka) posts many non-English tasks. If you speak Spanish, French, German, or Hindi, this is your best bet. The work is often described as "AI Editor."
- Pay Rate: $15 to $100/hr stated across its roles; varies by language and region
- Typical Task: Rewrite this search result to be more concise in your native language.
Editors & Translators Wanted
Pays twice a month, on the 5th and 20th (Payoneer or PayPal via Tipalti)
Perfect for bilingual applicants or those with Editing experience.
What the Work Looks Like
It is not data entry. It is highly cognitive work. Here are two real-world examples of "Non-Coding" tasks:
Task A: The "Creative Writer"
Prompt: "Write a short story about a detective who is secretly a golden retriever, but no one notices."
Your job is to write this story twice. Once with a serious tone, once with a humorous tone. Then, you rate the AI's attempt to do the same. This teaches the AI what "humor" looks like.
Task B: The "Fact Checker"
Prompt: "Explain the legal precedent set by Roe v. Wade and its subsequent overturning."
The AI will generate three paragraphs. Your job is to verify every single date, name, and legal claim against reputable sources. If the AI hallucinates a court date, you mark it down.
Our guide to AI fact-checking jobs lists the roles that include this work and what each one pays.
Put your degree and writing work at the top of your profile
When applying to traditional tech jobs, you might feel the need to hide your BA in English. Here, you flaunt it.
Keywords to add to your Profile/Resume:
Follow this action plan in order
- Identify your lane: Are you a Creator (writer) or an Expert (historian/scientist)?
- Update your LinkedIn: Ensure it highlights your degree and any writing/editing experience.
- Apply to the "Big 3": Start with Alignerr (Generalist), then SME Careers (Expertise), then Mindrift (Backup/International).
- Ace the Writing Assessment: Use tools like Grammarly to ensure zero typos. Attention to detail is the #1 filter for these roles.
Frequently asked questions
Do I need any coding experience for these roles? ▼
No. Alignerr, SME Careers, and Mindrift all run tracks built around reading comprehension, writing quality, and subject-matter judgment rather than technical skills. Coding-track listings on these platforms are separate and you can ignore them entirely.
What's the real difference between Alignerr, SME Careers, and Mindrift? ▼
Alignerr runs separate Generalist and Language Expert tracks and states $10 to $280 an hour across its roles. SME Careers lists writing and language roles at up to $55 an hour and wants a verifiable degree for its expert roles. Mindrift suits bilingual or multilingual applicants and states $15 to $100 an hour across its roles. On our board, writing roles post a median of $35 an hour.
Do I need a degree to get started? ▼
Not for the generalist track. Alignerr's assessments test reading comprehension, logic, and grammar rather than credentials. SME Careers is the one that gates on a degree, since it matches you to work based on verified domain expertise.
What does the work look like day to day? ▼
You are shown a prompt and one or more AI-generated responses, and you rate, rewrite, or fact-check them against a written rubric. Some tasks ask you to write original short pieces from scratch so the model has a human-written example to learn from, rather than only editing existing text.
How much can a humanities background realistically earn doing this? ▼
Humanities roles on our board post a median of $75 an hour and writing roles $35, with most of them on Mercor, Ethos, AfterQuery and Handshake. None of these replace a full-time salary on their own, but stacking two or three platforms builds a more stable income than relying on one.
Is this stable, ongoing work? ▼
Treat it as flexible income rather than guaranteed hours. Task availability moves independently across platforms, so applying to Alignerr, SME Careers, and Mindrift at the same time gives you more consistent access than waiting on any single one.
Related guides
Alignerr review: how Alignerr's generalist and language tracks work.
SME Careers review: domain experts in history, philosophy, linguistics, and social science are in demand here.
Mercor review: strong fit for professional writers and researchers with verifiable credentials.
Browse writing jobs: current writing, editing and fact-checking openings on every platform.
What is AI training?: a plain-English overview of what the work involves.
No-degree AI jobs: platforms accessible without formal credentials.
Psychology & mental health AI training jobs: specialist roles for social science and humanities experts.
Cite this page
"Non-Coding AI Jobs: The Best Platforms for Writers, Historians & Linguists", aitrainer.work, aitrainer.work/guides/non-coding-ai-jobs-writers-humanities
MSc Human-Computer Interaction | Founder
Pietro is the founder and technical lead of aitrainer.work. He builds and maintains the platform's data pipeline, certification infrastructure, and editorial standards.