Scale AI Enterprise Data Labeling

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Scale AI Enterprise Data Labeling

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Scale AI is a leader in enterprise-scale data labeling for AI models, providing high-quality annotated datasets critical for training and fine-tuning machine learning models across industries. Meta invested 14.3 billion in Scale AI in mid-2025, taking a 49 percent stake in the company. The investment highlighted the growing importance of human-in-the-loop data labeling for agentic AI systems, where data labelers evaluate whether AI agents call the right tools in the right sequence. Scale AI serves enterprise customers across multiple modalities including text, images, video, and medical imaging. For image models, Scale AI contracts human experts to meticulously label objects in images, creating gold-standard benchmarks that significantly improve model accuracy. For agentic AI workflows, Scale AI provides evaluation frameworks to assess whether multi-agent systems operate correctly across complex, multi-step processes. Scale AI combines human expert feedback with synthetic data generation to scale annotation efficiently while maintaining the quality required for production AI systems in high-stakes domains including healthcare, finance, and autonomous systems.

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