Pareto

Pareto offers a comprehensive range of AI and LLM training data solutions, including reinforcement learning from human feedback (RLHF), side-by-side reinforcement learning (RL), original content generation, creative hallucination, safety, ethics, and compliance training, honesty and factuality training, LLM prompting, data classification and indexing, engine annotation, LLM fluency and relevancy grading, and chain-of-thought reasoning. The company also provides outsourced operations services such as virtual assistants for business operations, lead generation, and data collection. Pareto boasts a globally distributed network of master annotators, evaluators, and prompt engineers and has successfully completed over 3,000,000 tasks for some of the world’s largest AI/ML organizations. Operating on principles of equitable compensation, collaborative management, and expert evaluation and feedback, Pareto has locations in Colombia, Mexico, USA, Chile, Kenya, Thailand, Philippines, Romania, Nigeria, India, and the United Kingdom. The company offers on-demand and cost-effective pricing with no minimums and pay-as-you-go options, providing a fully managed service with quality assurance techniques such as paid trials, expert review and feedback, and gold standard items. Specializing in fine-tuning LLMs with human feedback to improve model performance and alignment, Pareto supports adaptive training strategies for continuous improvement of LLMs. The company provides expert natural-language feedback, detailed annotations, creative hallucination inducement, fluency and relevancy grading, data classification and indexing services, and prompt creation services. Pareto has a strong focus on ethical AI behavior, including privacy and data protection compliance, inappropriate content filtering, and elimination of implicit biases. The company offers specialized datasets for niche topics to ensure factual accuracy in LLM outputs and provides chain-of-thought reasoning to enhance logical and analytical model output. Pareto’s mission is to empower talented and diverse professionals worldwide to contribute to AI training, offering flexible work arrangements and competitive pay for AI trainers and data experts.