Meta Eyes $10B+ Scale AI Investment Deal

Massive AI Deal in the Works

Meta is reportedly in advanced discussions to make a multi-billion dollar investment in Scale AI, with the potential deal value exceeding $10 billion. If finalized, this would mark Meta’s largest external AI investment to date and one of the biggest funding events ever for a private company.

Scale AI’s Strategic Position in the AI Ecosystem

The San Francisco-based startup specializes in data labeling services, a critical component for training sophisticated AI models. Its client roster includes tech heavyweights like Microsoft and OpenAI, which rely on Scale’s services to refine their artificial intelligence systems.

Scale AI operates with a workforce model that combines contractors with full-time employees. This approach recently drew regulatory scrutiny, though the Department of Labor closed its investigation into potential labor classification issues in May 2025.

Financial Growth and Military AI Applications

The company has demonstrated impressive financial performance, generating $870 million in revenue last year with projections to reach $2 billion in 2025. This growth trajectory follows Scale AI’s $1 billion Series F round in 2024, which valued the company at $13.8 billion.

Notably, Scale AI has expanded beyond commercial applications into defense technology. The company developed Defense Llama, a specialized large language model built atop Meta’s Llama 3 framework tailored for military use cases.

Why This Deal Matters for AI Development

This potential investment signals Meta’s accelerating commitment to AI infrastructure development. By deepening its partnership with Scale AI, Meta could secure preferential access to critical data labeling services while gaining valuable insights into defense sector applications of its Llama technology.

The deal would also represent a significant milestone for the AI industry, potentially setting new benchmarks for private company valuations in the artificial intelligence space.