USE CASE

Soldier Retention with SambaNova
World record performance and accuracy for secure generative AI
Challenge
The United States military is facing a decrease in retention rates. In 2021, the retention rate was on 55%. This has been
attributed to a number of issues such as inadequate compensation, toxic leadership, and limited personal freedom.

ObjectiveDistinguishing Factors

Utilize SambaNova predictive analytics to analyze factors
contributing to employee turnover, such as job satisfaction orcommand climate surveys, performance metrics, andexternal data sources. Then use the results to develop
AI-driven strategies to enhance job satisfaction, customize
career paths, and create a positive work environment,
ultimately improving retention rates.

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

Justification
The SambaNova platform can use predictive analytics can identify factors contributing to employee turnover with highaccuracy. SambaNova Suite’s ability to “match or surpass state-of-the-art closed-source models on EGAI benchmarks”
ensures that predictions are reliable, helping to develop effective strategies to improve job satisfaction and retention
rates.

SolutionSambaNova 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 data
for 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.
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