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Premium AI & LLM training data labeled by elite teams

Our talent-first data collection platform matches AI companies with expert-vetted data labelers. From same-day experimental data to fully managed teams, fine-tune any dimension of your AI/LLM model with the highest quality data at unbeatable prices.

Work with diverse & vetted professionals

Introducing the top 0.01% of AI data labelers

We are a globally distributed network of master annotators, evaluators, and prompt engineers with proven track record successfully completing 3,000,000+ tasks for the world's largest AI/ML organizations.

Anna, Database and SAP Technician

Anna

25-30/F

Database and SAP Technician

Manhattan, USA

EnglishPortuguese
ScriptingReinforcement LearningSemantic SegmentationSentiment Analysis Specialist

Approval rate

99.9%

Tasks completed

55,000

Tim, Financial Compliance Manager

Tim

30-40/M

Financial Compliance Manager

Kansas City, USA

EnglishGerman
Prompt EngineeringRLHFTechnical Writing TrainerSafetyAlignmentAdversarial Content Master

Approval rate

99.9%

Tasks completed

83,000

Zethara, Published Author, Poet

Zethara

50+/F

Published Author, Poet

El Paso, USA

English
Creative Content TrainingLong-tail UniquenessCustom Hallucination InducementMultimedia Trainer

Approval rate

99.9%

Tasks completed

832,000

Wells, Aviation Electrician, Quality Assurance Team

Wells

30-40/M

Aviation Electrician, Quality Assurance Team

Miami, USA

English
Bias TrainingSafetyAlignmentAdversarial Content Specialist

Approval rate

99.9%

Tasks completed

110,000

Lexie, Stay at home mom

Lexie

25-35/F

Stay at home mom

Rochester, USA

English
Fluency TrainingPrompt EngineeringImage ClassificationSheet Scripting and Dialogs

Approval rate

99.9%

Tasks completed

130,000

Distance, B.A., Elementary Education

Distance

30-40/F

B.A., Elementary Education

Chicago, USA

English
RLHFML Process AnnotatorModel PrecisionSemantic Segmentation

Approval rate

99.8%

Tasks completed

610,000

Donovan, B.S., Accounting

Donovan

40-50/M

B.S., Accounting

Philadelphia, USA

English
Reinforcement LearningDocument IndexingSpan CategorizationItem SimilarityArchive Classification

Approval rate

99.8%

Tasks completed

500,000

Soraya, B.A., Psychology

Soraya

25-30/F

B.A., Psychology

Oakland, USA

English
Content ModerationSafetyAlignmentAdversarial Content SpecialistRLHFPrompt Engineering

Approval rate

99.9%

Tasks completed

163,000

Fictitious images and names are used to protect privacy. All degrees, skills, and accreditations are verified.

Harness the potential of world-class AI talent

Harness Pareto AI

Partner with experienced labelers for unique insights to refine your labels, improve guidelines, and track team performance. Ensure smooth setup and cost-effective execution whatever the use case.

RLHF

RLHF

We provide human feedback on a model's output through demonstrations, evaluations, or ranking of its generated results.

Side-by-side model comparison

Side-by-side model comparison

We evaluate and rank outputs across multiple models based on accuracy, relevance, and quality to determine the best-performing model.

Unique original content

Unique original content

We create and collect unique prompts and demonstrations of ideal responses across hundreds of categories to train creativity and originality.

Creative hallucination inducement

Creative hallucination inducement

We apply creative strategies to induce models to break rules and determine the areas that need improvement.

Honesty and factuality training

Honesty and factuality training

We evaluate a model's outputs, provide feedback, and ensure that the model's responses are both honest and factual.

AI safety, compliance, and ethics training

AI safety, compliance, and ethics training

We find problematic, adversarial, harmful, and illegal behavior by models and provide feedback as needed.

Transparent & unbeatable rates

On demand and cost-effective pricing

Start with no minimums & pay as you go for quality-assured results. Fair hourly rates are set based on the expertise and skills of the workforce you need.

How it works

1

Describe your project

We help you develop clear project guidelines, determine the ideal labeling team, and set a cost-effective hourly rate to fit your timeline.

2

Match with top labelers

We assemble your team same-day from our vetted network. If you have unique needs, we can find the right experts in just 3-5 days.

3

Fully managed & quality assured

We support labelers to deliver the highest quality data with paid trials, expert-review & feedback, gold standard items, and more QA techniques.

Redefining ethical crowd work

Built by and for a new generation of labelers

The infrastructure behind human data collection is outdated. We've joined forces with seasoned data labelers and crowd work researchers to redefine the relationship between workers and requesters.

Pareto operates on the principles of equitable compensation, collaborative management, and expert evaluation & feedback. Our mission is to empower talented & diverse professionals worldwide to contribute to AI training.

Impressions from our community

[[[[[

"We were impressed with the efficiency of Pareto's team in helping us collect high-quality and challenging datasets on a tight schedule, using cost-effective and flexible processes. Their streamlined recruitment, training, and communication with the rater pool allowed us to adjust usage as needed. Their impressive versatility and ease of use throughout the process made it a pleasure to work with them."

Daniel De Freitas, Co-founder

Daniel De Freitas

Co-founder @ Character.AI

[[[[[

"The greatest unlock for human data collection has been using Pareto to run non-conventional or experimental projects. Their on-demand experts are a game changer for getting quality data across a broad scope of tasks with minimal commit and transparent costs."

Romal Thoppilan, Founding Researcher

Romal Thoppilan

Founding Researcher @ Character.AI

[[[[[

"We had a novel task that we needed to complete on a short time scale. The Pareto team worked very closely with us to onboard, disambiguate, and scale up for fast task completion. We're continuing to work with the same pool of high quality raters for our newer tasks."

Prajit Ramachandran, Founding Researcher

Prajit Ramachandran

Founding Researcher @ Character.AI

[[[[[

"Crowdsourcing platforms historically prioritize requesters, leading to a fragmented worker pool with constant struggles around pricing, quality and reputation. Bucking this trend, Pareto boosts worker agency and engagement — a more efficient marketplace that leaves workers and requesters better off.”"

Mark Whiting, Senior Scientist

Mark Whiting

Senior Scientist @ UPenn

[[[[[

"Pareto is outstanding and working with them has been a pleasure. Their team's expertise in data collection and task setup guidance were instrumental in ensuring success. They have a flair for matching top-notch expert talent in line with work requirements (which they pick up well thanks to their deep knowledge of the space). The quality of their work is exceptional and their timeliness impeccable, and I highly recommend them."

Curtis Chin, I/ML Program Manager

Curtis Chin

I/ML Program Manager @ Bytedance

Fine-tune your AI model with the highest quality human data

Refine every facet of your AI with elite teams of expert-vetted data labelers at unbeatable prices.

Get ready to join forces!

Interested in working as an AI Trainer?If you're interested in working as an AI Trainer, please apply to join our AI projects community.

Join leading AI companies in harnessing world-class AI talent.

Harness world-class AI talent.