Protopia AI and Lambda Partner to Secure AI Inference Data

Protopia AI, a leader in privacy-preserving AI solutions, has announced a strategic partnership with Lambda, a renowned AI infrastructure provider, to deliver the first solution that ensures complete privacy during the AI inference lifecycle.
This collaboration offers a unique combination of high-performance AI infrastructure and strong privacy protection, making sure that no plaintext data is exposed during AI operations.
Roundtrip Inference Data Protection
Through this partnership, Protopia AI's proprietary Stained Glass Transform (SGT™) and Lambda Cloud’s advanced AI inference platform work together to provide Roundtrip Protection for AI data.
This means that sensitive data remains fully private, from the input prompt through to the AI model's output, without being exposed in plaintext at any point across the AI inference lifecycle. Enterprises can now retain ownership of their prompts and responses, even when using managed inference endpoints in multi-tenant cloud environments.
Ensuring Privacy with High-Performance Inference
Eiman Ebrahimi, Co-founder and CEO of Protopia AI, said, “Enterprise AI can't succeed in production without unlocking the most relevant internal data to flow into the most cost-efficient and scalable inference, enabling models to generate the most trusted, accurate responses. Yet many projects stall at this point, caught between the promise of managed LLM endpoints and the risk of exposing sensitive information.”
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The Challenge of Data Privacy in AI Inference
One of the key challenges in large language model (LLM) operations is that LLMs cannot function with encrypted data, which leads to potential exposure when inference is performed.
Even with encryption protocols securing data in transit and at rest, data becomes vulnerable when it reaches the compute infrastructure during inference. This creates significant risks, including unauthorized access to sensitive information due to misconfigurations or weak security measures.
With the integration of Protopia's Roundtrip Protection and Lambda Cloud’s powerful inference platform, businesses in highly regulated industries can now operate advanced AI models without compromising data security. This solution ensures confidentiality is preserved end-to-end, even in multi-tenant cloud environments.