Generate unique and original content at scale

Our prompt engineers and master annotators help train your models to generate large amounts of original content with speed while maintaining factual accuracy.

Combine creativity and technology to generate high-quality content

Eliminate model recursion and collapse

Use of model-generated content in LLM training causes irreversible defects in the resulting models, where tails of the original content distribution disappear. Eliminate the risk of model recursion by helping train your LLM to continuously generate unique and original content.

Industry-specific model training

Whether you require original content for educational modules, commercial products, or creative enterprises, we have got you covered. Our vetted labelers are adept at training models to be creative through our proprietary evaluation and labeling processes in every niche imaginable.

Adaptive Personalization

Leverage original content to create personalized experiences that drive customer satisfaction and loyalty. Tailor content to meet the specific needs and preferences of your target audience.

Maintain versatility across domains

Alongside training your models in a way that they possess a high degree of subject matter expertise, our elite data experts also ensure you are able to generate unique content across hundreds of other categories, making your LLMs adaptable to a wide range of writing and creative tasks outside its intended purpose.

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

Join hundreds of fast-growing teams who count on Pareto to refine their models for generating original output.

How it works


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


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


Project managed & quality assured

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

Built by and for a new generation of labelers

The infrastructure behind human data collection is antiquated. We’ve joined forces with seasoned data labelers and crowdwork researchers to redefine the relationship between workers and requesters.

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

Leverage original content generation capabilities in multiple ways

Diverse Genre Training

Representation of a UI with a simplified example of training an AI with an original story


An in-house writing assistant at an ed-tech company or educational institute is producing suboptimal output. The model is inadvertently blending the genres of thriller, horror, and mystery, as it is unable to distinguish the nuances among each of the genres.


1000 original, human-created stories are created for each genre, complete with engaging prompts to ensure clarity and focus. The LLM is trained on this dataset to produce distinct and high-quality content in each of these genres.


Enhanced Learning Experience: By providing students with well-defined examples in each genre, the learning academy ensures that their students receive a tailored and enriching educational experience.

Clearer Artistic Expression: The LLM, after training, will be better equipped to help students craft compelling stories in each genre, eliminating the blurred lines between them.

Originality: The infusion of human-created stories ensures that the content is not only genre-specific but also unique, training the model with a larger subset of original content.

Limerick Generation

Representation of a UI with a simplified example of training an AI creating an original limick


A poetry and writing app aims to assist users in crafting beautiful and structured limericks. However, their current language model struggles with maintaining the proper rhyming and syllable structure needed.


To tackle this issue, the app initiates a project to train their LLM specifically in limerick composition. They require the generation of 1000 unique, original limericks, each adhering to the correct rhyming and syllable scheme, ensuring that users can rely on the app for accurate poetic guidance.


Enhanced User Satisfaction: Users of the app can now rely on the model to generate limericks with precise rhyme and syllable patterns, leading to increased satisfaction and trust in the app's capabilities.

Educational Value: The app becomes an invaluable tool for aspiring poets, helping them learn the intricacies of limerick composition through well-structured examples.

Wider Applicability: The app's enhanced capabilities extend to other rhyming and poetic forms, broadening its appeal to a wider audience of creative writers and poets.

In both use cases, training LLMs to generate original content not only addresses specific content challenges but also enhances the overall user experience and value of the respective platforms.

Enterprise-grade scale and quality

Fully managed service

Our project managers are just a Slack message or email away.

24/7 Global support

Our distributed team of experts offer assistance around the clock.


Up-front and transparent pricing tailored to your project requirements.

Common Questions

How long does it take to get set up with Pareto?


Our team can have you up and running with Pareto in as little as 24 hours. Interested in getting started? Speak with our team!

Can I use Pareto for a one-time project, or do I need to commit to a long-term contract?


You do not need to commit to a long-term contract. Pareto offers cost-effective and on-demand pricing. Fair hourly rates are set based on the expertise and skills of the workforce you need.

What measures does Pareto take to ensure work quality?


We create precise guidelines and cost estimates upfront. Your project manager reviews project timelines, costs, and success criteria with you before each batch of tasks to ensure results that meet or surpass your expectations.

Does Pareto offer post-project support?


Absolutely. Your project manager remains accessible to assist with any inquiries or issues that may arise following the project's completion. Should any outcomes fall short of your project's requirements, inform us within a two-week period after delivery, and we'll either revise the work or provide a credit refund.

Can Pareto assist with international projects outside the US?


Yes! Pareto collaborates with companies worldwide, adapting to different time zones and team requirements. We have experience in handling international projects with ease. Our data experts are distributed across the globe, ensuring uninterrupted and reliable service around the clock.

How experienced is the team at Pareto?


Pareto boasts an elite network of prompt engineers, annotators, and evaluators with expertise in finance, healthcare, engineering, and more. We also recruit, train, and upskill people from all walks of life, striving to democratize a rewarding career in data work for anyone with the right ambition.

What types of projects can Pareto support?


Pareto is adept at handling a diverse array of manual, data-centric tasks and operations for AI companies. From fine-tuning LLM's with human feedback to data curation and labeling, we do it all. Just share your objectives with us, and we'll customize our AI-driven workflows to suit your specific requirements.

Ensure factual accuracy for your models

Explore other use cases

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Get ready to join forces!

Already set up? Message your project manager.

By continuing, you agree to receive communications from Pareto and authorize us to process your personal information in compliance with our privacy policy.

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.

Enhance your LLM’s originality

Enhance your LLM’s originality