Meta's substantial $14.3 billion investment in Scale AI, resulting in a 49% stake, has significantly disrupted the AI ecosystem by raising concerns about data privacy, vendor neutrality, and trust. This merger has questioned the integrity of AI infrastructure, as many of Scale's major clients, including tech giants like Google, Microsoft, and OpenAI, worry that Meta's involvement could compromise proprietary data confidentiality. The deal has sparked a shift in the industry towards Privacy-Enhancing Technologies (PETs), which allow for secure and encrypted collaboration while maintaining data privacy and control. As organizations increasingly recognize the risks of traditional AI infrastructure, the adoption of PETs has become essential to ensure secure AI development without sacrificing privacy or exposing sensitive data to competitors. The Meta-Scale deal highlights the growing demand for more secure, transparent, and neutral AI infrastructure, with companies like Duality Technologies leading the way in providing robust PET solutions.