The Future of Enterprise AI with SambaNova: Bigger Models, Smaller Hardware Footprint
Intel Capital’s edition of the InTechnology podcast spotlights investors and leaders from the Intel Capital portfolio and their game-changing technologies. These conversations explore the key areas of technology Intel Capital invests in and the companies shaping the future of compute.
The SambaNova Approach: Pioneering and Democratizing AI for the Enterprise
Welcome to the intersection of high-performance computing and artificial intelligence, where groundbreaking technologies and innovative approaches are shaping the future of enterprise AI. In a recent episode of Intel Capital's InTechnology podcast series, co-hosts Camille Morhardt and Stephanie Cope dug into the world of AI with Rodrigo Liang, CEO and co-founder of SambaNova Systems – an Intel Capital portfolio company. Tune in to the full conversation to learn how SambaNova is revolutionizing enterprise AI, by building the industry’s most advanced systems platform to run AI applications from the data center to the edge.
SambaNova is a testament to the belief in the transformative power of AI. Founded in 2017, SambaNova set out to build a full-stack AI solution, enabling enterprises to transition into a post-AI world. SambaNova’s Dataflow architecture combined with an as-a-Service offering uniquely differentiates them as the only vertically integrated platform for genAI that is optimized from model to chip. Their ambition is to provide a computing platform that not only trains and infers AI models but does so at scale with private data, a critical requirement for enterprises.
The demand for AI computing is insatiable, and SambaNova's approach to democratizing AI is multifaceted. The company aims to reduce costs and improve performance, but also focus on making AI accessible to companies that cannot afford to hire or outsource thousands of machine learning experts. SambaNova's full-stack solution is designed to deploy easily, enabling companies to leverage AI without the need to train models themselves.
Samba-1: A Composition of Experts
Rodrigo Liang, with his unparalleled background in designing microprocessors and ASICs, has brought invaluable expertise to SambaNova, where they are now shipping their fourth-generation chip and have released multiple versions of their software stack, including a trillion-parameter language model, Samba-1.
Samba-1 combines best-in-class expert models to deliver unmatched accuracy and performance, while also ensuring enterprise requirements for access control, security, and data privacy. With the ability to concurrently run over 90 experts on a single model, Samba-1 offers a breadth of expertise that can be tailored to specific tasks. This approach ensures enterprises can integrate the latest genAI innovations swiftly, without the need for constant retraining of large language models.
The Future of AI in Enterprises
Enterprises are increasingly recognizing AI’s potential to unlock the knowledge contained within their data. SambaNova empowers businesses to extract meaningful insights and content from their private data, significantly boosting productivity across all sectors. From generating contracts to summarizing reports, the applications are vast and transformative.
SambaNova's advanced technology supports the concurrent hosting of hundreds of models, allowing multiple users to access different models simultaneously. This multi-tenant approach not only reduces hardware footprint but also enhances operational efficiency compared to traditional single-tenant GPU utilization.
The Road Ahead
As AI continues to advance, we can expect to see more specialized vertical and region-specific models tailored to the unique needs of different industries and languages. SambaNova's commitment to innovation positions the company at the forefront of this AI revolution, enabling a future where AI transcends being a niche tool for the few but a transformative force for the many.
SambaNova’s full-stack AI solution is paving the way for enterprises to harness the power of AI. By breaking performance barriers and democratizing access to AI, SambaNova is laying the groundwork for a future where every enterprise can leverage AI to unlock new levels of productivity and innovation.
