This solution brief describes Clarifai’s fully managed data labeling service designed to improve training data quality and accelerate AI projects. It addresses common issues such as limited internal resources, inconsistent labeling, and project delays. Scribe LabelForce combines expert annotators with AI-assisted tools to deliver faster, more accurate datasets—often completing projects in days instead of weeks. The service supports multiple annotation types across images, video, text, and documents while meeting strict security and compliance requirements. Research cited shows managed teams achieve higher accuracy than crowdsourced approaches. By outsourcing labeling, organizations reduce costs, free data scientists from manual tasks, and ensure reliable training data for high-quality mode

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