What It Does
Scale AI provides data labeling, model evaluation, and AI infrastructure services. It creates high-quality training data for frontier AI labs and enterprises, offering human-in-the-loop annotation, RLHF data, and AI evaluation platforms.
Key Features
- Data labeling — human annotation for images, text, video, audio, and 3D
- RLHF data — human preference data for alignment training
- Evaluation — benchmark and evaluate model performance
- Generative AI platform — enterprise deployment and customization
- Government — cleared data operations for defense and intelligence
- Automotive — specialized labeling for self-driving systems
- Quality assurance — multi-layer review for accuracy
Pricing Breakdown
| Service | Price |
|---|---|
| Self-serve labeling | From $1/task |
| Enterprise | Custom contracts |
| Government | Custom (classified) |
Who It’s For
AI labs training frontier models, enterprises deploying AI at scale, autonomous vehicle companies, and government/defense applications requiring high-quality annotated data.
Competitive Position
Scale AI is the dominant data labeling platform, providing training data to most major AI labs including OpenAI and Meta. The $14B valuation reflects its critical position in the AI supply chain. Government contracts (defense, intelligence) provide stable revenue. Competes with Labelbox (more self-serve), Amazon SageMaker Ground Truth (cheaper), and internal labeling teams at large labs.