M4A

Scale AI

Data platform for AI - annotation, evaluation, and model improvement

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Memory Types

Integrations

openai, meta, microsoft, government


Overview


Scale AI is a data platform for AI that provides data labeling, annotation, and model evaluation services. Valued at $7+ billion, Scale has become critical infrastructure for AI companies, providing the high-quality training data that powers models from OpenAI, Meta, and others. The company also offers RLHF (Reinforcement Learning from Human Feedback) services.


Scale combines human expertise with AI to label data at massive scale across text, images, video, 3D, and more. The platform is used not only by AI companies but also by autonomous vehicle companies, government agencies, and enterprises building AI systems.


Key Features


  • **Data Labeling**: Human-in-the-loop annotation
  • **RLHF**: Train models with human feedback
  • **Evaluation**: Assess model performance
  • **Scale Nucleus**: ML data management
  • **Scale Rapid**: Quick labeling projects
  • **Generative AI Data**: Training data for LLMs
  • **Enterprise Security**: Government-grade security
  • **Custom Workflows**: Tailored annotation pipelines

    • When to Use Scale AI


    Scale AI is ideal for:

  • AI companies training foundation models
  • Computer vision and autonomous systems
  • Organizations needing high-quality training data
  • Model evaluation and testing
  • RLHF for aligning language models
  • Government and defense AI projects

    • Pros


  • Highest quality data labeling
  • Powers major AI companies
  • Enterprise-grade security
  • Supports all data modalities
  • Strong reputation and track record
  • Good for complex annotation tasks
  • Experienced team
  • Significant funding

    • Cons


  • Very expensive
  • Enterprise-only (not for small projects)
  • Long lead times for projects
  • Requires large budgets
  • Overkill for simple labeling
  • Limited self-service options
  • Complex procurement
  • May have capacity constraints

    • Pricing


  • **Enterprise Only**: Custom pricing
  • **Contact Sales**: No public pricing
  • **Typical**: Thousands to millions per project

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