Value Proposition & Features
Scale AI provides data, evaluation, and AI-agent infrastructure for organizations developing advanced AI systems, including the Scale Generative AI Platform, Scale Data Engine, and Scale Labs.
[E1]
Its offering extends from human-generated training data and model evaluation to enterprise control and deployment workflows. [6]
- Generative AI Platform: Supports building, evaluating, and controlling AI agents and applications. [E1]
- Human-feedback data: Provides labeled data, preference data, red-teaming, and chatbot testing for model developers. [6]
- Model evaluation: Scale Labs develops benchmarks and evaluations for measuring model performance. [E1] [10]
- Physical-AI data: Supports robotics and other embodied-AI applications through sensor and operational data. [1]
- Government and defense applications: Serves government customers, including U.S. military organizations. [6]
Screenshots
No three official publicly available product screenshots were identified in the returned results.
Product Roadmap / Announcements
As of March 8, 2025, no reliably dated product announcements from the preceding six months were available in the returned results.
Recent Developments
No developments within the preceding 90 days could be reliably established from the returned results; the returned pages are dated October 2026, after the current date.
History and Origin Story
Scale AI was founded in 2016 and is headquartered in San Francisco.
[E1]
It began with data labeling for autonomous-vehicle applications and expanded into language-model data, evaluation, enterprise AI software, and physical AI. [4] Founder Alexandr Wang later joined Meta after Meta’s 2025 investment in Scale. [6]
Fundraising History
| Round | Date | Amount | Lead investor |
| Venture funding, cumulative before 2024 | Through 2023 | Approximately $600 million | Not reliably identified [3] |
| Series F | May 2024 | $1 billion | Not reliably identified [4] |
| Meta strategic investment | June 2025 | Approximately $14.3 billion for a 49% non-voting stake | Meta [6] |
| Total | Reported/estimated | Approximately $15.9 billion including the Meta transaction | — [6] |
Amazon Meta Other venture investors not reliably identified
Notable Team Members
Alexandr Wang founded Scale AI in 2016 and later moved to Meta following Meta’s investment in the company. [6] Jason Droege is identified in the returned results as Scale’s CEO and has projected more than $1 billion in 2026 revenue. [8]
Market Sizing
Category, Market Size, and Category Growth
Scale AI operates across AI data labeling, model-training data, model evaluation, generative-AI infrastructure, and physical-AI data services.
[E1]
One market estimate valued the global AI data-labeling market at $1.6 billion in 2025, but the returned result did not provide a sufficiently reliable growth estimate for the broader category. [5]
Pricing
| Tier | Pricing |
| Enterprise products and data services | No public pricing identified |
Revenue Trajectory Estimates
Scale reported approximately $870 million in 2024 revenue.
[E1]
A secondary report said the company generated just under $1 billion in 2025 revenue. [3]
Competitive Landscape
Who it's for, who it's not for
Scale AI is aimed at enterprises, AI laboratories, robotics developers, autonomous-vehicle companies, and government organizations that need large-scale training data, evaluation, human feedback, or AI-agent infrastructure.
[E1]
[6]
It is not a typical self-serve labeling tool for small projects: the returned sources describe enterprise platforms, managed operations, and government-scale engagements rather than transparent, fixed-price plans.
[E1]
[6]
Viable Alternatives
- Surge AI: Competes in human-generated AI training and evaluation data. [4]
- Amazon Mechanical Turk: A potential alternative for distributed human annotation, though the returned results do not establish feature parity.
- In-house labeling and evaluation teams: An alternative for organizations that want direct control over data operations.
- Specialized robotics-data providers: Compete for physical-AI and embodied-agent datasets, though no specific competitor was reliably identified in the returned results.
Competitor Table
| Competitor | Description |
| Surge AI | Human-generated training and evaluation data provider competing with Scale AI. [4] |
| Amazon Mechanical Turk | Distributed human-work platform that can support annotation workflows, but is not shown in the returned results to offer Scale’s full platform scope. |
| In-house data operations | Internal teams can collect, label, and evaluate data without an external managed provider. |
| Specialized robotics-data vendors | Providers focused on embodied-AI and robotics datasets may compete with Scale’s physical-AI offering. [1] |
Sources
[1]: 2026, Oct 31. labs.scale.com . FineART: Scale AI’s First Open-Source Robotics Dataset and ... . Updated: 2026, Oct 30. Generated: 2026, Nov 02. Perplexity API response.
[2]: 2026, Oct 15. scale.com . Scale Partners With NVIDIA on Post Training . Updated: 2026, Oct 26. Generated: 2026, Nov 02. Perplexity API response.
[3]: 2026, Oct 28. okara.ai . Scale AI Valuation and Revenue: How It Grew to $29B - Okara . Updated: 2026, Nov 02. Generated: 2026, Nov 02. Perplexity API response.
[4]: 2026, Oct 20. acquiry.com . The Expert-Data Boom: Scale AI, Surge AI . Generated: 2026, Nov 02. Perplexity API response.
[5]: 2026, Oct 13. market.us . AI Data Labeling Market . Updated: 2026, Oct 14. Generated: 2026, Nov 02. Perplexity API response.
[6]: 2026, Oct 19. revenuememo.com . Scale AI funding: Every round, investor, and valuation (2026) . Updated: 2026, Oct 26. Generated: 2026, Nov 02. Perplexity API response.
[7]: 2026, Oct 10. newmarketpitch.com . Top AI Training Data Startups by Valuation (2026) . Updated: 2026, Oct 31. Generated: 2026, Nov 02. Perplexity API response.
[8]: 2026, Oct 28. ai.lounge.ai . Scale AI: funding rounds, valuation, investors and revenue . Updated: 2026, Nov 02. Generated: 2026, Nov 02. Perplexity API response.
[9]: 2026, Oct 28. newmarketpitch.com . AI training data: which company is ahead? – New Market Pitch . Updated: 2026, Oct 31. Generated: 2026, Nov 02. Perplexity API response.
[10]: 2026, Oct 28. scale.com . Scale's Long-term Investment in Qatar . Updated: 2026, Oct 29. Generated: 2026, Nov 02. Perplexity API response.