According to a report in 2024, 78% of enterprises reported using AI, up from just 55% a year earlier. As AI becomes a central issue in every industry we encounter (from finance and defense to healthcare and consumer applications), a fundamental question arises: Can we trust the decisions made by AI systems?
Current trust in AI mainly relies on policies and commitments. To ensure that AI aligns with humanity's best interests, it is essential to demonstrate that the outputs of AI models are correct. This is precisely where Lagrange's mission lies.
Lagrange's Vision for Secure AI
Lagrange provides a cryptographic foundation for verifiable AI. Its core technology, DeepProve, enables anyone to verify whether the AI model's operation is correct and ensures the accuracy of its output without exposing the model or input data. This capability makes it possible to validate AI activities in critical industries, especially in fields that can benefit most from machine learning.
This month, Lagrange became the first AI and cryptography crossover company to join the NVIDIA Inception Program. This marks an important milestone for verifiable AI and signals the future development direction of AI.
"Every transformative technology requires its layer of trust. The trust layer of the internet is HTTPS, while the trust layer for AI is cryptographic verification. Our collaboration with NVIDIA brings us closer to a future with secure and trustworthy AI systems. By joining the NVIDIA Inception Program, we aim to make verifiability the standard for AI, building a fundamentally secure and responsible AI system." — Ismael Hishon-Rezaizadeh, Co-founder and CEO of Lagrange.
Lagrange's DeepProve: Why This Matters
AI systems are increasingly involved in high-risk decision-making, such as which transactions need to be blocked, which health diagnoses need to be suggested, and identifying which military targets to engage. However, we still lack technical standards to verify whether these systems are functioning correctly.
Lagrange's core product, DeepProve, provides exactly this standard. DeepProve generates zero-knowledge proofs of AI reasoning, meaning we can mathematically prove that the AI operates based on the correct model and produces the correct results.
This innovation opens new possibilities for AI, including:
Safely deploy powerful AI models in critical areas (such as health, defense, and autonomous vehicles).
Privacy-preserving inference to ensure the security of proprietary or regulated data.
On-chain AI execution in decentralized environments with verifiability.
However, scaling verifiable AI requires strong computational power. This is where NVIDIA comes in. Through the NVIDIA Inception Program, Lagrange gains access to NVIDIA's core technologies, training resources, and ecosystem support to scale DeepProve in real-world use cases. With world-leading AI computing capabilities, Lagrange plans to unlock high-value application scenarios for verifiable AI.
Joining the NVIDIA Inception Program is just the beginning. Lagrange shares a grand vision with NVIDIA: to build a world where AI is not only intelligent but also responsible, where trust is mathematically guaranteed, and every AI system can prove its correctness.
About Lagrange
Lagrange is a leader in the field of zero-knowledge proof generation, committed to secure and reliable AI. Its flagship product, DeepProve, is the world's fastest zkML system, enabling AI verification through the Lagrange Prover Network. These capabilities are supported by Lagrange's world-class research team, whose innovations in proof systems make verifiable AI a practical and scalable solution.
About the NVIDIA Inception Program
The NVIDIA Inception Program aims to help startups provide support during critical stages of product development, prototyping, and deployment. Each Inception member will receive a customized suite of ongoing support, including credits for the NVIDIA Deep Learning Institute, priority pricing on NVIDIA hardware and software, and technical support to provide startups with the foundational tools they need to grow.
The collaboration between Lagrange and NVIDIA lays a solid foundation for the future of verifiable AI. As the importance of AI continues to rise across various fields, ensuring its safety and reliability will be crucial. Through DeepProve and NVIDIA's technical support, Lagrange is committed to establishing a robust trust layer for future AI systems, ensuring that AI can safely realize its potential across all domains.
