vLLM AI visibility score and rankings

Parse Score

37.7

Strength

14.4Bad

How well you compete

Reach

51.7Great

How broadly AI mentions you

Authority

51.0Great

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Parse Score

37.7

Strength

14.4Bad

How well you compete

Reach

51.7Great

How broadly AI mentions you

Authority

51.0Great

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Brand performance

How vLLM's AI visibility has changed over time

Top peers

Brands AI most often recommends alongside vLLM

Brand	Parse Score	Shared Niches
Hugging Face	79.6	13
RunPod	74.9	6
Ollama	67.9	8

Top prompts

Questions people ask AI where vLLM appears in the last 30 days

Prompt	Prompt visibility
The problem is, our GPU utilization for inference is low. What's the best tool for batching inference requests and optimizing GPU throughput?	66.7
We are spending too much on tokens for simple queries. Who offers "semantic routing" to send simple queries to smaller, cheaper models?	48.4
My goal is to run a large language model on my own infrastructure. What is the best platform for self-hosting and managing open-source LLMs?	41.5

Top cited domains

Domains AI cites when recommending vLLM in the last 30 days

Prompt	Prompt visibility
The problem is, our GPU utilization for inference is low. What's the best tool for batching inference requests and optimizing GPU throughput?	66.7
We are spending too much on tokens for simple queries. Who offers "semantic routing" to send simple queries to smaller, cheaper models?	48.4
My goal is to run a large language model on my own infrastructure. What is the best platform for self-hosting and managing open-source LLMs?	41.5

Domain	Citations	Prompts
developers.redhat.com vLLM Semantic Router: Improving efficiency in AI reasoning \| Red Hat Developer	4	1
github.com GitHub - vllm-project/semantic-router: System Level Intelligent Router for Mixture-of-Models at Cloud, Data Center and Edge · GitHub	3	1
developers.redhat.com LLM Semantic Router: Intelligent request routing for large language models \| Red Hat Developer	2	1

Domain	Citations	Prompts
developers.redhat.com vLLM Semantic Router: Improving efficiency in AI reasoning \| Red Hat Developer	4	1
github.com GitHub - vllm-project/semantic-router: System Level Intelligent Router for Mixture-of-Models at Cloud, Data Center and Edge · GitHub	3	1
developers.redhat.com LLM Semantic Router: Intelligent request routing for large language models \| Red Hat Developer	2	1

vLLM

Strength

Reach

Authority

Strength

Reach

Authority

Brand performance

Strength vs peers over time

Top peers

Top prompts

Top cited domains

Strength vs peers over time