The Artificial Intelligence revolution offers big opportunities for AI vendors to use LLMs and Gen AI models. There’s the general use of services like ChatGPT, but the real opportunities lie in taking these models and customizing them on enterprise data. However, handling sensitive training data poses intellectual property, privacy, security, and governance concerns. Duality Technologies provides a way to fine tune LLMs securely, ensuring confidentiality and compliance with data protection regulations. Our technology helps AI vendors and companies work together easily by ensuring data safety.
Gen-AI vendors can create new services and optimize processes by customizing and fine-tuning AI models with enterprise’s own data. However, sending sensitive information raises privacy and security concerns. If the data is exposed, it could be risky, so ensuring data protection during transfer and processing is crucial. When LLM providers sell to enterprises, they often face long approval processes and sometimes even blocks due to these concerns. Protecting customer data can speed up sales and open new opportunities. But, how can you ensure data protection while it is being transferred and processed by the LLM?
Duality’s Secure AI solution uses confidential computing to guarantee the security and confidentiality of the data and workloads inside the environment. This allows businesses to use powerful Generative AI and Large Language Models without risking data security or intellectual property. Confidential computing creates a secure area where sensitive data is encrypted and only used inside this protected space, preventing unauthorized access with the governance controls and reporting to prove it. Major cloud providers like Google, Amazon, and Azure offer this secure infrastructure, but it using it requires extra work and expertise to operationalize. Duality’s Secure AI solution simplifies this by providing an easy-to-deploy software layer that makes everything ready to go, no matter your use case.
Step 1: Encrypt the information (i.e DB tables, files) that are sent to the SaaS service
Step 2: The encrypted data is processed in a secure enclave.
Step 3: Additional processing is performed as needed on the application side.
Step 4: The final results are securely presented to the user.
Differentiate your business by training LLM models on unique enterprise data, driving greater insights, better performance, and business growth.
Protecting enterprise data with customized models accelerates AI adoption and growth, eliminating the need to rebuild what already exists.
Duality’s solution provides technical guarantees that private data will not be leaked or misused, ensuring complete data protection, no trust required.
Combining federated learning with confidential computing enables scattered input data across multiple clouds for Machine Learning model training, eliminating the need for a single data repository and bulky lift-and-shift projects.
Our solution improves the user experience by integrating with your existing IT infrastructure and cloud services, ensuring minimal disruption to your current operations while still protecting proprietary data.
Expand your base models and foundation models with real-time, high-quality, custom data. By training LLMs on enterprise data, businesses get more accurate predictions and innovative solutions.
Enable privacy-preserving data collaborations across your entire financial ecosystem.
Protect patient data across your healthcare network through privacy-preserving collaborations.
Utilize data collaboration to drive digital marketing efforts with creativity and accuracy.
Natural language processing has been transformed by custom LLMs, demonstrating advanced capabilities and specific solutions for companies.
For companies looking to invest in AI, the data must show value.
With Duality, you can leverage the power of Generative AI and Large Language Models without compromising data protection. Our solution is designed to meet your specific needs and optimize your AI capabilities, whether dealing with text data, neural networks, or custom data.
By addressing data privacy concerns and simplifying model training, Duality opens up new sales opportunities with customers who may otherwise be hesitant to collaborate due to the sensitivity of their data sources. Our software offers complete data protection with a zero-trust approach, guaranteeing your private data will not be leaked or misused.
Contact us today to learn more about how our secure AI solutions can make it feasible for organizations to adopt and customize foundational models and accelerate how AI Vendors attract and onboard new clients.
