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Scale AI
Snorkel AI
Scale AI
Strong brand recognition in data labeling and AI
extensive network of annotators
diverse client base including large enterprises and government.
Potentially high cost for smaller businesses
reliance on manual labeling for complex tasks can be slow
public perception challenges related to gig-economy labor practices.
Growing demand for specialized AI data for LLMs and generative AI
expansion into new industries requiring high-quality data
strategic acquisitions to broaden service offerings.
Emergence of open-source data labeling tools
increased automation in data annotation reducing demand for human labor
intense competition from other data providers.
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