Meta is in talks to make one of the biggest tech investments ever. The company behind Facebook and Instagram wants to invest over $10 billion in Scale AI, a startup that helps train artificial intelligence systems.
This deal would be huge for both companies. It would be Meta’s largest outside investment and one of the biggest private company funding rounds in history.
What Scale AI Does
Scale AI is not your typical tech company. Founded in 2016 by 28-year-old Alexandr Wang, the San Francisco company has built a business around data labeling.
The company employs thousands of contract workers around the world. These workers go through massive amounts of data and label it properly. This labeled data is then used to train AI systems like ChatGPT and Meta’s own AI models.
Think of it like teaching a computer to recognize a cat. Someone needs to show the computer thousands of pictures and say “this is a cat” for each one. Scale AI organizes this teaching process on a massive scale.
The company works with major tech giants including Microsoft, OpenAI, and Etsy. They help these companies improve their AI systems by providing high-quality training data.
Scale AI’s Impressive Growth
Scale AI has seen explosive growth. The company made $870 million in revenue in 2024. They expect to more than double that to $2 billion in 2025.
The startup was valued at $13.8 billion in its last funding round in 2024. Meta was already an investor in that $1 billion funding round. Now Meta wants to invest much more.
Scale AI started by focusing on self-driving cars. They labeled images of roads, traffic lights, and pedestrians. But they have expanded far beyond that. Now they work on all types of AI training data.
Why This Deal Matters for Meta
Meta CEO Mark Zuckerberg has made AI a top priority. Since ChatGPT launched in late 2022, Meta has been racing to add AI features across its products.
The company has built AI into Facebook, Instagram, WhatsApp, and its smart glasses. They also launched a standalone AI app called Meta AI.
But Meta faces tough competition from Google and OpenAI. Both companies have strong AI products and partnerships. This Scale AI investment could help Meta keep up.
The deal would give Meta better access to high-quality training data. This is crucial for building better AI models. As one expert said, the three pillars of AI are chips, talent, and data. Scale AI dominates the data pillar.
Scale AI’s Government Connections
Scale AI has also built strong ties with the US government. The company works on defense contracts and has partnerships with military contractors.
Wang has become a regular visitor to Capitol Hill. He testified before Congress about AI policy and China’s AI development. This government connection could be valuable for Meta as it tries to build defense tech partnerships.
In November 2024, Meta announced it would let US government agencies use its AI models for military purposes. Scale AI was one of the partners in this initiative.
The Broader AI Investment Trend
This deal fits a larger pattern of massive AI investments. Big tech companies are spending billions to secure their position in the AI race.
Meta already announced plans to spend up to $65 billion on AI infrastructure in 2025. This Scale AI investment would be separate from that massive spending plan.
Other tech giants are making similar moves. Microsoft has invested heavily in OpenAI. Google is building its own AI infrastructure. Amazon is also spending billions on AI development.
Challenges for Scale AI
Scale AI has faced some criticism over its business practices. The company relies heavily on overseas contractors who are paid relatively low wages. Some workers have reported psychological trauma from reviewing disturbing content.
The US Department of Labor investigated Scale AI’s labor practices but recently dropped the investigation. A company spokesperson noted this as proof of their compliance with fair labor regulations.
The AI industry is also changing rapidly. Some companies are now experimenting with synthetic, AI-generated training data. This could reduce demand for Scale AI’s traditional services.
But Scale AI is adapting. They now employ more experts with advanced degrees to work on complex AI training. About 12% of their contributors have PhDs, and over 40% have master’s degrees or professional degrees.
What Happens Next
The Meta-Scale AI deal is still in talks. Both companies declined to comment on the negotiations. But if it goes through, it would reshape the AI landscape.
For Meta, the investment would secure access to crucial AI training data. It would also deepen their government relationships through Scale AI’s defense contracts.
For Scale AI, the deal would provide a powerful ally with deep pockets. It would also be a full-circle moment for Wang, who said he was partly inspired to start a company after watching “The Social Network,” the movie about Facebook’s founding.
The AI industry is moving fast, and companies are making massive bets to stay competitive. This potential $10 billion investment shows just how much these companies are willing to spend to win the AI race.
