Evaluate AI, improve everything

Your attention to detail makes AI smarter and more reliable. Join a flexible, paid, remote evaluation project now!

What are AI data evaluation projects?

What are AI data evaluation projects?

Structured data evaluation gives AI the feedback it needs to improve. On Mindrift, contributors go beyond simple labeling to assess response quality, verify accuracy, compare outputs, and flag errors automated systems miss. Your judgment determines the quality of the models that come out the other end.

What you get

What you get

Data evaluation projects on Mindrift offer competitive rates per task, with pay visible before you start. Projects are fully remote and flexible – most contributors participate between 5 and 20 hours per week alongside other commitments.

Competitive per-task rates

Hands-on AI experience

Flexible remote project

Global community

Types of AI evaluation tasks

Tasks vary between projects, but generally center around reviewing, rating, classifying, and verifying AI-generated content.

Tasks vary between projects, but generally center around reviewing, rating, classifying, and verifying AI-generated content.

Evaluate AI responses

Read AI responses and judge their quality. Compare two options, pick the better one, or rate by criteria like accuracy and helpfulness. No specialist knowledge required.

Label and classify

Compare AI-generated drafts for tone awareness, clarity, persuasion quality, and whether the writing actually serves its stated purpose or hides behind empty language.

Search and relevance

Assess how well results match a user's query. Review search output, recommendations, or ads and judge relevance and ranking.

Evaluate AI responses

Read AI responses and judge their quality. Compare two options, pick the better one, or rate by criteria like accuracy and helpfulness. No specialist knowledge required.

Label and classify

Compare AI-generated drafts for tone awareness, clarity, persuasion quality, and whether the writing actually serves its stated purpose or hides behind empty language.

Search and relevance

Assess how well results match a user's query. Review search output, recommendations, or ads and judge relevance and ranking.

Who can join AI evaluation projects?

Mindrift evaluation projects are accessible to a wide range of contributors. You don’t need a technical background or prior AI experience. What matters most is attention to detail, clear judgment, and the ability to follow project guidelines precisely.

Detail-oriented evaluators

Contributors who can consistently apply quality standards across large volumes of content. You notice what others miss and can maintain focus across repeated tasks.

Language-proficient reviewers

Contributors with strong reading comprehension in English or other target languages. You can judge nuance, detect factual errors, and assess whether text communicates clearly.

Experienced annotators and data quality specialists

Contributors with prior experience in data annotation, content moderation, or quality assurance. Your existing skills transfer directly to Mindrift evaluation tasks.

Earning potential

How much you can earn depends on the project and the hours you contribute. Rates are set per task and visible before you begin, varying between $5/hour and $30/hour, based on task complexity and the expertise required.

How much you can earn depends on your specialization and the hours you contribute.
The numbers below are estimates. Actual pay is based on completed tasks.

Up to

$680/mo

$680/mo

Up to

$1,360/mo

$1,360/mo

Up to

$2,380/mo

$2,380/mo

10 hours/week

10 hours per week

20 hours/week

20 hours per week

35 hours/week

35 hours per week

Rates are set per task and vary between projects.
Estimates above are based on the median rate of the range, at $17/hour. 

Current open evaluation opportunities

Browse current openings below. Roles and rates vary by project and new opportunities are added regularly.

How to get started

1. Apply

Submit your profile and indicate your experience and language skills

2. Qualify

Complete an evaluation assessment that tests your attention to detail and guideline adherence

3. Onboard

Get platform access and project guidelines walkthrough.

4. Earn

Start completing tasks at your own pace

Mindrift, backed by Toloka, offers:

Mindrift, backed by Toloka, offers:

Competitive, transparent rates

Fully remote, asynchronous projects

A community of over 20,000 experts worldwide

Hands-on experience with AI systems

Many contributors start with evaluation tasks and progress to more specialized projects as they build experience.
Learn more about how Mindrift projects work or explore current openings.

Frequently asked questions

What is AI data evaluation?

AI data evaluation means reviewing, rating, and classifying AI-generated content to help models improve. You assess outputs for quality, accuracy, relevance, and usefulness, providing the human judgment that automated systems cannot replicate. Your evaluations become part of the training data that makes AI models more reliable.

Do I need experience with data annotation?

No prior annotation experience is required, although it helps. What matters is attention to detail, the ability to follow guidelines precisely, and consistent judgment across tasks. If you have experience in content moderation, quality assurance, editorial review, or any role that requires careful assessment of content, those skills transfer directly.

How is Mindrift different from other annotation platforms?

Unlike basic data annotation or labeling platforms, Mindrift focuses on complex evaluation tasks for leading AI companies. Tasks include quality assessment, reasoning evaluation, and domain-expert review. Learn more about the difference between AI training, data labeling, and annotation.

What tools or software do I need?

A computer with a stable internet connection and a modern web browser. All tasks are completed through the Mindrift platform – no additional software installation is required.

How much can I earn?

Rates vary by project and task complexity. Pay is set per task and visible before you begin. Payments are processed twice a month with no hidden fees or deductions.

Can I do this part-time?

Yes – most evaluation contributors participate part-time, between 5 and 20 hours per week. There are no minimum hourly requirements and no fixed schedule. You choose when and how much to contribute.

Can I move to more specialized projects later?

Yes. Many contributors begin with evaluation tasks and progress to domain-specific AI training projects – in areas like writing, coding, STEM, or consulting – as they demonstrate quality and build experience on the platform.

Is Mindrift legitimate?

Yes. Mindrift is owned and operated by Toloka AI, a global leader in AI data since 2014, headquartered in Amsterdam. Over 20,000 experts from around the world have contributed to Mindrift projects for major technology companies. Payments are processed reliably twice a month.

What's Mindrift

What's Mindrift

Mindrift connects contributors with AI evaluation and annotation projects where they review and improve AI-generated content. Backed by Toloka AI, a global leader in AI data since 2014, with over 20,000 experts worldwide.