USE CASE

Vulnerability Analysis with SambaNova
World record performance and accuracy for secure generative AIChallenge
The US faces challenges with bugs in code and flaws in software design that can be exploited. There are also gaps insecurity procedures, which can lead to security breaches, especially in software deployed to higher impact levels.

ObjectiveDistinguishing Factors

Implement AI-powered tools on the SambaNova platform
to analyze and perform comprehensive vulnerability scans
across systems and software. Large language models will beutilized to categorize risks based on criticality and likelihoodof exploitation, enabling prioritization of remediation efforts.
SambaNova’s high-performance AI capabilities will beleveraged to handle large datasets and complex analysis,
reducing manual effort and increasing the speed and scaleof vulnerability analysis.

• Domain tuned expert models• RAG grounding• World record performance andaccuracy• Data security & privacy• Model/data ownership• Full stack solution• On-site/cloud services

Justification
SambaNova’s AI-powered tools can handle the “extraordinary compute needs” required for comprehensive vulnerabilityscans, as indicated by its “1000 Tokens/sec” performance, which is significantly higher than competitors like Nvidia. This
allows for faster and more accurate identification and categorization of risks

Solution
SambaNova Suite, combined with the Samba-1 Composition of Experts (CoE) model, delivers the highest combination ofperformance and accuracy for generative AI. A complete hardware/software platform, SambaNova Suite can bedeployed as a fully configured rack-level solution either on-premises, including air-gapped environments, or as a cloudbased solution. The Samba-1 model provides state-of-the-art accuracy across a wide range of use cases.

Key Features
Performance, Accuracy, and Efficiency
Only SambaNova delivers performance of over 1000
tokens/s at full precision, on as few as 16 sockets. This is an
unrivaled combination of performance and accuracy witha small footprint, dramatically reducing power consumption.
Total AI Stack Control
With options for on-premises and air-gapped
deployments, SambaNova ensures complete data
privacy and security, enabling the use of sensitive datafor model training without external exposure.

Model OwnershipOnce a model is fine-tuned, it becomes the property of thecustomer in perpetuity, eliminating model ownershipconcerns.
Configurable Access and Permissions
The Samba-1 model enables flexible access controls,
allowing precise management of model permissions toalign with organizational roles, enhancing security andensuring compliance.

SambaNova Suite delivers the most accurate, integrated full stack generative AI platform,
optimized for enterprise and government organizations. Delivered through SambaNova’s
integrated AI platform, which can be deployed on-premises or through the cloud, SambaNova
Suite seamlessly integrates into existing business processes to deliver transformative capabilities.
With the capacity to be further refined using customer data, these models can deliver unparalleledaccuracy while providing enterprise grade security and data governance.
Copyright © 2024 SambaNova Systems, Inc. All rights reserved.

Learn more