We are thrilled to announce Nillion has joined forces with Ritual, a decentralized open AI infrastructure network. Ritual is creating a modular, sovereign execution layer for AI that will allow both traditional and crypto applications to use Ritual as an AI coprocessor for trustless, verifiable inference. Our partnership aims to enable Ritual’s network to process sensitive data in a fully privacy-preserving manner during inference, transforming how we process AI models today.
The Power of Private Input and Private Models
At the heart of our integration is the development of decentralized blind AI inference. This innovative approach enables input data to be kept hidden while also facilitating developers to keep their models private, offering several key benefits:
- Enhanced user data protection: As personalized AI becomes more prevalent, it requires access to sensitive user information. Nillion’s technology ensures that both the user’s input data and the AI model remain confidential throughout the entire computation process.
- Unlocking enterprise adoption: Many organizations hesitate to use AI with sensitive data due to privacy concerns. This reluctance creates a significant opportunity cost, which grows exponentially as AI capabilities advance. Our partnership aims to bridge this gap by enabling organizations to leverage AI capabilities while maintaining robust data privacy.
- Secure model sharing: Privacy concerns are driving enterprises away from proprietary model providers. Our technology allows for the secure sharing of proprietary models while protecting the ‘secret sauce’. This approach fosters innovation without compromising valuable IP.
- Democratizing AI development: The current centralized nature of AI infrastructure often hinders innovation and collaboration. By ensuring that no single entity has complete ownership of an AI model, we’re promoting a more open, collaborative AI ecosystem.
The Integration Process
The core of our partnership involves integrating Nillion’s blind computation technology as a backend for private model inference and storage on the Ritual network. This integration will enable Ritual to offer decentralized AI inference for both public and private data.

Here’s a detailed look at our integration process:
- Dedicated cluster creation: We’ll establish a specialized cluster within Nillion specifically for the Ritual network..
- On-Chain contract monitoring: We’ll configure nodes to continuously monitor contracts on Ritual for incoming blind inference requests.
- Client integration: We’ll seamlessly integrate the Nillion Clients with Ritual’s existing platform architecture.
- Blind inference: We’ll enable the nodes to run the offered AI models and generate an encrypted output.
- Output reconstruction: The blind inference output can be reconstructed by a user specified party.
Expanding Horizons: Potential Use Cases
Our partnership opens up a world of possibilities for secure, privacy-first applications across blockchain and AI. Here are some of the most promising use cases we are initially exploring:
- Enhanced AI agent privacy: Our technology can improve intent classification in chatbot systems and AI agents, allowing for secure triggered actions based on classified intents.
- Privacy-preserving information retrieval: Our technology enables privacy-preserving vector-based information retrieval, a crucial component in Retrieval-Augmented Generation (RAG) systems, which form key parts of the modern generative AI tech stack.
- Advanced AI for healthcare and IoT: This technology can enable privacy-preserving AI in healthcare, IoT processing, and advanced federated learning systems.
- Secure financial forecasting: We’re exploring private price predictions that protect both the proprietary prediction models and user input data.
- Trustless anonymization: We’re developing a more secure alternative to current anonymization and pseudonymization layers between users and Generative AI endpoints.
The Future of AI and Data
The partnership between Nillion and Ritual represents an important development in how we approach AI and data. We’re excited to collaborate on our shared mission to democratize access to AI and put ownership back in the hands of the community.
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