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AI VISIBILITY REPORT

Baseten

Complete AI search performance analysis

30 prompts · 3 platforms · 90 responses

Mention Rate

7%
named in 6 of 90 answers
needs work

About Baseten

Baseten

Baseten

Baseten is an AI inference platform that helps teams deploy, serve, scale, and optimize open-source, custom, and fine-tuned models in production. It supports cloud, self-hosted, and hybrid deployments and emphasizes low latency, high throughput, autoscaling, reliability, and enterprise security controls.

Category: AI inference platformSegment: AI/ML engineersKey rival: Fireworks AI

Scorecard

Across all 90 AI answers

Visibility Score

3
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

3.7%
your share vs competitors

Your share of the AI conversation, compared to competitors

Average Rank

#2.5
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 · 2 runs
Mentioned #4+ · 2 runs
Missing Not mentioned · 84 runs

Platform Performance

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

ChatGPT

0%

0/30 responses mention you

Google Overview

10%
Avg rank #2.7

3/30 responses mention you

Perplexity

10%
Avg rank #2.3

3/30 responses mention you

Competitive
Landscape

How you compare against competitors
in AI visibility

4%YOUR SHARE
share of voice
vLLM8.9%
Together AI5.1%
RunPod4.0%
Baseten3.7%
AWS SageMaker3.5%
Google Vertex AI3.3%
OpenAI3.3%
Google Cloud Vertex AI2.8%
Other65.4%

Prompt-Level Detail

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

#1

How do leading AI inference platforms compare for serving custom and fine-tuned models at scale?

Type

Comparisons

Avg Rank

1st

Platforms

Competitors

Fireworks AITogether AIDeepInfra
#2

What is the best AI platform for serving production workloads with 99.99% uptime expectations?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

#3

What is the best platform for deploying fine-tuned models with strict uptime requirements?

Type

Recommendations

Avg Rank

2nd

Platforms

Competitors

AnyscaleRunPod
#4

What is the best AI inference platform for a production GenAI app that needs low latency, autoscaling, and enterprise security?

Type

Recommendations

Avg Rank

4th

Platforms

Competitors

Fireworks AI
#5

What is the difference between model APIs and custom model deployments?

Type

Educational

Avg Rank

4th

Platforms

Competitors

#6

What should I look for in an inference platform if I need fast cold starts and high throughput?

Type

Educational

Avg Rank

Platforms

Competitors

Together AI
#7

Which model serving platform is best for teams moving from prototype to production?

Type

Recommendations

Avg Rank

Platforms

Competitors

BentoML
#8

How do managed inference platforms differ from self-hosted deployments for enterprise AI workloads?

Type

Comparisons

Avg Rank

Platforms

Competitors

#9

What is the most cost-efficient way to run high-traffic model inference in production?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#10

What are the main tradeoffs between dedicated inference and serverless inference for LLM apps?

Type

Comparisons

Avg Rank

Platforms

Competitors

#11

How can I reduce latency when serving open-source models in production?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#12

How do I choose an AI deployment platform for a healthcare use case with compliance requirements?

Type

Buying intent

Avg Rank

Platforms

Competitors

#13

What are the key features of a production-grade model serving platform?

Type

Educational

Avg Rank

Platforms

Competitors

#14

How do inference platforms handle autoscaling during traffic spikes?

Type

Educational

Avg Rank

Platforms

Competitors

#15

What is the best infrastructure for hosting custom AI models in a VPC?

Type

Recommendations

Avg Rank

Platforms

Competitors

RunPod
#16

How do teams benchmark latency, throughput, and reliability in model serving platforms?

Type

Educational

Avg Rank

Platforms

Competitors

BentoML
#17

What is the difference between an AI inference platform and a general GPU cloud?

Type

Comparisons

Avg Rank

Platforms

Competitors

#18

How do I deploy embeddings at scale without managing GPU infrastructure myself?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#19

What is the best platform for low-latency inference for voice agents and real-time AI?

Type

Recommendations

Avg Rank

Platforms

Competitors

Together AIFireworks AI
#20

What questions should I ask before buying an enterprise model serving platform?

Type

Buying intent

Avg Rank

Platforms

Competitors

#21

How do AI platforms support hybrid deployments across my cloud and the vendor cloud?

Type

Educational

Avg Rank

Platforms

Competitors

Anyscale
#22

What is the best way to serve open-source LLMs with predictable performance in production?

Type

Recommendations

Avg Rank

Platforms

Competitors

Together AI
#23

How do I compare inference platforms on cold start time and request throughput?

Type

Comparisons

Avg Rank

Platforms

Competitors

RunPod
#24

What are the best options for teams that need hands-on engineering support for model deployment?

Type

Recommendations

Avg Rank

Platforms

Competitors

#25

How do I move a custom model from training to production inference on the same stack?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Together AI
#26

How do I evaluate whether an inference platform is secure enough for enterprise data?

Type

Buying intent

Avg Rank

Platforms

Competitors

#27

How can I improve GPU utilization for production inference workloads?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#28

What is the best platform for deploying multimodal AI apps with text, image, and audio workloads?

Type

Recommendations

Avg Rank

Platforms

Competitors

ModalRunPod
#29

How do enterprise AI teams decide between single-tenant and shared inference infrastructure?

Type

Comparisons

Avg Rank

Platforms

Competitors

#30

What are the most important pricing metrics for AI inference platforms?

Type

Educational

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.com67
gmicloud.ai49
reddit.com32
medium.com29
linkedin.com19