Domain
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GENERALIST

Future-proof your career with AI training work

Gain hands-on AI experience through paid, hourly work- accessing skill-aligned projects on a schedule you control.

Starting at $20-$40/hr

Peter

CRITICAL REASONING

As seen on

This is not busywork.

The best language models still hallucinate facts, contradict themselves, and miss obvious logical gaps. You're the quality signal that fixes this — one evaluation at a time.

01-Rigor

Real Critical Thinking

These are not checkbox surveys or simple labeling tasks. You're evaluating the logical coherence of multi-paragraph arguments, catching subtle factual errors, and judging whether an AI's response actually answers the question asked. The work demands genuine analytical rigor.

02-Signal

Direct Impact on AI Reasoning

Every correction you make becomes training signal for the next generation of language models. When you identify that a model fabricated a source, contradicted itself, or missed the point entirely, you're teaching it to reason more carefully.

03-Flexibility

Work on Your Schedule

No fixed hours, no standups, no managers. Tasks are available 24/7 and you choose when and how much to work. Most contributors work 10–50+ hours per week around their primary commitments.

04-Rate

Premium Compensation

Sharp reasoning is valuable and we pay accordingly. Rates start at $20/hour and scale with complexity and performance.

Three steps.
No overhead.

01

Apply & Qualify

Complete a short reasoning assessment. We evaluate your ability to identify logical flaws, catch factual errors, and write clear, structured feedback. No interview or recruiter required; your thinking speaks for itself.

~30 min assessment
02

Get Matched

Based on your strengths and assessment results, you're matched to a diverse set of projects. Instruction-following evaluation, creative writing review, fact-checking, conversational quality — you choose what suits you.

Flexible scheduling
03

Work & Get Paid

Complete tasks on your own schedule. Each task has clear specifications and a defined scope. Payment is per-task, processed weekly, starting at $20/hour.

Weekly payouts

What you'll actually do.

Where models need you most.

These are the areas where current AI systems consistently fall short. Your judgment directly addresses the hardest open problems in language model quality.

Instruction Following & Task Completion


Evaluate whether AI responses actually follow the user's instructions. Check for missed constraints, ignored formatting requirements, and subtle misinterpretations of multi-part prompts.

Prompt Adherence
Constraint Satisfaction
Format Compliance

Reasoning & Logical Coherence


Assess the logical structure of AI-generated arguments. Identify circular reasoning, unsupported conclusions, false dichotomies, and non-sequiturs in explanatory and persuasive text.

Argument Analysis
Critical Thinking
Causal Reasoning

Factual Accuracy & Fact-Checking


Verify claims made by AI models against real-world knowledge. Catch hallucinated citations, fabricated statistics, misattributed quotes, and subtly incorrect factual statements.

Hallucination Detection
Source Verification
Error Categorization

Creative Writing & Tone


Evaluate AI-generated creative content for voice consistency, narrative coherence, emotional resonance, and stylistic appropriateness. Judge whether the writing achieves its intended effect.

Voice & Style
Narrative Structure
Tonal Consistency

Conversational Quality & Safety


Rate multi-turn dialogue for naturalness, helpfulness, and safety. Identify when a model is evasive, overly verbose, condescending, or produces potentially harmful content.

Dialogue Quality
Safety & Guardrails
Helpfulness

A selective community of experts.

Work alongside writers, lawyers, health professionals, coders, professors, and bilingual experts shaping the future of AI.

“This is evaluation by people who understand system behavior and edge cases. The focus is always on improving model reliability.”

Daniel

Research Engineer

“Every decision is grounded in first-principles reasoning. The standards are comparable to what I’ve seen in academic and industrial research.”

Anita

Applied Scientist

“This is annotation done by people who understand models, not just labels. The quality bar is high and enforced.”

Elena

Senior ML Engineer

“The work demands subject-matter expertise. Decisions are justified, reviewed, and aligned to well-defined taxonomies.”

Stephen

Research Scientist

$150M+

Paid to contributors

100k+

Expert annotators

120M+

Annotations completed

Built for people who care about the future of AI.

01

Writers & Editors

Professional writers, editors, and journalists with sharp language instincts and an eye for detail.

Editorial experience
RESEARCH FLUENCY
01

Teachers & Educators

Educators who know how to explain clearly and evaluate whether an explanation actually works.

Instructional design
Clear communication
01

Analysts & Researchers

Research professionals, policy analysts, and librarians who verify information for a living.

Fact-checking
Source evaluation
01

Critical Thinkers

Humanities and social science graduates who think in arguments, evidence, and structured reasoning.

Logical analysis
Strong writing skills

Frequently Asked Questions

Have questions? Here we answer the most common questions.

What kind of work will I do?

You'll work on tasks that help AI perform better, like reviewing responses, checking accuracy, refining prompts, and rating outputs. No coding or technical background needed.

What kind of projects are available?

Projects vary but commonly include reviewing AI-generated text, ranking responses, checking facts, labeling data, and reviewing content in specific subject areas. All focused on improving real production AI systems.

Who is this for?

This is ideal for people with strong reasoning skills, attention to detail, and subject-matter expertise who want flexible, remote work with real impact. Researchers, students, professionals, and independent contributors who enjoy analytical work and want to contribute to advancing AI systems.

What kind of position is this?

This is a flexible, task-based contractor role. You work remotely on your own schedule, focused on output quality rather than hours logged. There is no long-term commitment required, and you can work as much or as little as you choose.

Get ahead in a changing workforce.

No recruiters. No interviews. Just meaningful work and real compensation.