USE CASE

Soldier Recruitment with SambaNova
World record performance and accuracy for secure generative AIChallenge
The United States Army fell about 25% short of its goal of onboarding 60,000 new active-duty troops in fiscal 2022 due
to stringent recruitment requirements. This problem has permeated through fiscal 2024.

Objective

Distinguishing Factors

To implement SambaNova AI-driven recruitment tools toautomate candidate and recruit screening, analyze large
pools of candidate data, and match qualifications with job
requirements efficiently. Leverage natural language processing to understand recruitment documentation and structured
data analysis to predict candidate success, speeding up
the recruitment process and increasing the quality of soldiersdelivered to the force.

• World record performance andaccuracy• Data security & privacy• Model/data ownership• On-site/cloud services• Data management• Fine-tuned expert models• Validation testing suite

Justification
AI-driven tools, powered by the SambaNova platform, can analyze candidate data more efficiently than traditional
methods. For example, the CoE model in SambaNova Suite offers “10X more efficiency” than other models of its size,
which can significantly speed up the recruitment process by quickly matching qualifications with job requirements.

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 be
deployed 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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