Outlier (Smart Ecosystem, Inc.)
Outlier is a San Francisco-based platform operated by Smart Ecosystem, Inc. that connects subject-matter experts to artificial intelligence training projects, providing labelled data, prompt-and-response curation, evaluation, and reinforcement-learning feedback for generative AI model developers.
Product AI training data San Francisco, California, United States Est. 2023
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About Outlier (Smart Ecosystem, Inc.)
Outlier, operated by Smart Ecosystem, Inc., is an artificial intelligence training data platform that recruits subject-matter experts in fields such as software engineering, mathematics, science, the humanities, and language to contribute prompts, model responses, evaluations, and reinforcement learning feedback used by leading generative artificial intelligence laboratories to train and align large language models. The company is based in San Francisco, California and operates as part of the Scale AI group.
Smart Ecosystem and the Outlier platform were developed within Scale AI, the data infrastructure company founded in 2016 by Alexandr Wang and Lucy Guo and headquartered in San Francisco. Outlier was launched as a dedicated brand for Scale's expert contributor workforce focused on generative artificial intelligence projects, and grew into the primary channel through which freelance experts engage with Scale's frontier model partners. In 2024 and 2025 Outlier expanded its global contributor base to several hundred thousand experts working remotely from the United States, India, the Philippines, Latin America, Europe, and other regions.
- Founded
- 2023
- Headquarters
- San Francisco, California, United States
- Employees
- 1,001–5,000
- Type
- Product
- Industry
- AI training data
Offices
San Francisco
Official pages
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