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AI VISIBILITY REPORT

Sambanova

Complete AI search performance analysis

30 prompts · 3 platforms · 90 responses

Mention Rate

2%
named in 2 of 90 answers
needs work

About Sambanova

Sambanova

Sambanova

SambaNova is an AI infrastructure company focused on fast, scalable, energy-efficient AI inference, fine-tuning, and deployment for open-source and frontier models. Its full-stack platform is designed to integrate into existing data center environments and support enterprise, sovereign, and on-prem AI deployments.

Category: AI inference platform / AI infrastructureSegment: EnterprisesKey rival: CoreWeave

Scorecard

Across all 90 AI answers

Visibility Score

2
0–100 · how often & how high you appear

Mention rate ÷ average rank (0–100). Higher when AI names you often and near the top.

Share of Voice

2.6%
your share vs competitors

Your share of the AI conversation, compared to competitors

Average Rank

#1.0
your position when you appear

Your typical position in AI recommendations

Visibility Distribution

Where you land across 90 answers — 30 prompts × 3 platforms

Top pick #1 · 2 runs
Recommended #2–3 · 0 runs
Mentioned #4+ · 0 runs
Missing Not mentioned · 88 runs

Platform Performance

How your brand shows up on each AI platform — 30 prompts each

ChatGPT

0%

0/30 responses mention you

Google Overview

0%

0/30 responses mention you

Perplexity

7%
Avg rank #1.0

2/30 responses mention you

Competitive
Landscape

How you compare against competitors
in AI visibility

3%YOUR SHARE
share of voice
NVIDIA14.9%
Together AI8.0%
vLLM6.8%
Groq3.9%
Fireworks AI3.3%
IBM watsonx3.1%
AWS Bedrock3.0%
SambaNova2.6%
Other54.5%

Prompt-Level Detail

Every prompt we ran, tagged by type, with who showed up alongside you

#1

What is the fastest way to launch a private AI inference cloud in an existing data center?

Type

Buying intent

Avg Rank

1st

Platforms

Competitors

NVIDIA
#2

How can telecom providers offer AI inference services to customers without building a full AI team?

Type

Problem-solving

Avg Rank

1st

Platforms

Competitors

#3

What is the best AI inference platform for an enterprise that needs fast, scalable model serving in its own data center?

Type

Recommendations

Avg Rank

Platforms

Competitors

NVIDIACerebras
#4

How do leading AI inference platforms compare for low-latency serving of large open-source models?

Type

Comparisons

Avg Rank

Platforms

Competitors

NVIDIADatabricksTogether AI+2
#5

What should I look for in a managed inference cloud for a private enterprise environment?

Type

Educational

Avg Rank

Platforms

Competitors

Together AI
#6

How can a data center add AI inference services without rebuilding its existing infrastructure?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#7

What are the main differences between purpose-built AI inference hardware and GPU clusters?

Type

Comparisons

Avg Rank

Platforms

Competitors

Together AI
#8

Which AI infrastructure options are best for sovereign or on-shore AI deployments?

Type

Recommendations

Avg Rank

Platforms

Competitors

NVIDIA
#9

How do I evaluate the energy efficiency of an AI inference platform before buying?

Type

Educational

Avg Rank

Platforms

Competitors

Together AI
#10

How do enterprise buyers choose between dedicated AI infrastructure and cloud-hosted inference APIs?

Type

Comparisons

Avg Rank

Platforms

Competitors

#11

What are the best options for running agentic AI workloads with low latency and high throughput?

Type

Recommendations

Avg Rank

Platforms

Competitors

NVIDIAGroqTogether AI+1
#12

What does OpenAI-compatible inference mean, and why does it matter for migration?

Type

Educational

Avg Rank

Platforms

Competitors

#13

Which AI platform is best for deploying large open-source models like Llama and DeepSeek in production?

Type

Recommendations

Avg Rank

Platforms

Competitors

Fireworks AITogether AIGroq
#14

How do I compare inference platforms on tokens per second, latency, and throughput?

Type

Comparisons

Avg Rank

Platforms

Competitors

GroqCerebrasTogether AI
#15

What are the most common reasons AI inference projects fail to scale in production?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#16

How can an organization monetize unused data center capacity with AI infrastructure?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#17

What are the best enterprise AI infrastructure platforms for secure, private deployment?

Type

Recommendations

Avg Rank

Platforms

Competitors

NVIDIADatabricksCoreWeave
#18

How do I choose between self-managed and fully managed AI inference infrastructure?

Type

Comparisons

Avg Rank

Platforms

Competitors

#19

What kind of data center requirements are needed for high-density AI inference racks?

Type

Educational

Avg Rank

Platforms

Competitors

#20

How can I reduce power consumption while keeping AI inference performance high?

Type

Problem-solving

Avg Rank

Platforms

Competitors

NVIDIATogether AI
#21

What are the best AI infrastructure platforms for regulated industries?

Type

Recommendations

Avg Rank

Platforms

Competitors

DatabricksCoreWeave
#22

How do managed AI inference clouds compare with public GPU clouds for enterprise use?

Type

Comparisons

Avg Rank

Platforms

Competitors

#23

What should government agencies ask when evaluating sovereign AI infrastructure?

Type

Educational

Avg Rank

Platforms

Competitors

#24

How do I deploy AI inference inside an air-cooled data center with minimal modification?

Type

Problem-solving

Avg Rank

Platforms

Competitors

NVIDIA
#25

What is the best infrastructure for serving multiple AI models without expanding the hardware footprint?

Type

Recommendations

Avg Rank

Platforms

Competitors

NVIDIA
#26

How do enterprise AI teams benchmark inference providers before procurement?

Type

Educational

Avg Rank

Platforms

Competitors

#27

What is the difference between AI training infrastructure and AI inference infrastructure?

Type

Educational

Avg Rank

Platforms

Competitors

#28

Which platforms are best for fast deployment of private, production-ready AI services?

Type

Recommendations

Avg Rank

Platforms

Competitors

NVIDIA
#29

How can a cloud provider offer low-latency AI inference without overprovisioning GPUs?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#30

What are the tradeoffs between turnkey AI racks and software-only model serving platforms?

Type

Comparisons

Avg Rank

Platforms

Competitors

Together AI

Citation Ecosystem

Understanding where AI models source information about your brand

Citation Breakdowncitations by source type
100%Third Party
Owned 0%
Competitor 0%
Third Party 100%
Not Cited 0%
Top Domainsthe sources AI cites most
youtube.com51
gmicloud.ai46
linkedin.com32
medium.com27
arxiv.org25