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What AI says about NVIDIA GenAI-Perf | Parse

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Track NVIDIA GenAI-Perf

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NVIDIA GenAI-Perf

What AI says about NVIDIA GenAI-Perf

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Part of NVIDIA

Data as of Oct 20, 2026Based on 24,740 AI responsesReviewed by Dimitry Apollonsky

How we measure

developer.nvidia.com

NVIDIA8%

Products

Triton Inference Server3%
NeMo Guardrails2%
TensorRT2%

Inference (NVIDIA Inference Stack)2%
Omniverse2%
GenAI-PerfThis page<1%

NVIDIA GenAI-Perf in AI’s own words

Question: The problem is our inference latency is too high. What is the best performance profiling tool for a machine learning model?

Google AI ModeAug 16, 2026

NVIDIA GenAI-Perf / AI Perf are essential if you are profiling Large Language Models (LLMs) or generative AI endpoints.

Ask Google AI Mode yourself

Where AI mentions NVIDIA GenAI-Perf

Each engine’s share of its own answers across NVIDIA GenAI-Perf’s markets · since Jul 5

ChatGPT Search<1%
Google AI Mode

Track NVIDIA GenAI-Perf: see where AI mentions it and what to do next.

Track NVIDIA GenAI-Perf

Other brands in MLOps and Inference Serving Platforms

Rank

vLLM#1
NVIDIA#1

See where AI mentions NVIDIA GenAI-Perf

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See where AI mentions NVIDIA GenAI-Perf

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Mentioned in

<1%

across NVIDIA GenAI-Perf’s markets · since Jul 5

The market map

MLOps and Inference Serving Platforms

Mentioned in

#BrandMentioned inAvg. position

=1vLLMMentioned in 35%Avg. position 24.6
=1NVIDIA Triton Inference ServerMentioned in 33%Avg. position 25.3
=3RunPodMentioned in 30%Avg. position 16.2
=3BasetenMentioned in 27%Avg. position 4.7
=5ModalMentioned in 26%Avg. position 3.7
=5Amazon SageMakerMentioned in 26%Avg. position 45.6
=7Google Cloud Gemini Enterprise Agent PlatformMentioned in 16%Avg. position 7.1
=9ReplicateMentioned in 15%Avg. position 4.6
=9BentoMLMentioned in 13%Avg. position 5.0
=11KServeMentioned in 13%Avg. position 6.3
=11Ray ServeMentioned in 12%Avg. position 4.7
=11Hugging Face Inference EndpointsMentioned in 12%Avg. position 19.4
=11TensorRT-LLMMentioned in 12%Avg. position 5.3
=11PyTorchMentioned in 11%Avg. position 4.6

Where NVIDIA GenAI-Perf ranks in AI

MLOps and Inference Serving Platforms=144 · <1%in this market

(opens in a new tab)

<1%

RunPod

Amazon SageMaker#5

Sources AI cites

developer.nvidia.com 67%Other sites 33%

Owned67%
- LLM Inference Benchmarking Guide: NVIDIA GenAI-Perf and NIM | NVIDIA Technical Blog · 33% (opens in a new tab)
- Profiling and Optimizing Deep Neural Networks with DLProf and PyProf | NVIDIA Technical Blog · 33% (opens in a new tab)
33%
- DLProf User Guide - NVIDIA Docs · 33% (opens in a new tab)

Questions and answers

Mentioned in
We are evaluating vector databases. Who offers performance benchmarking for high-scale RAG?on this question7%
The problem is our inference latency is too high. What is the best performance profiling tool for a machine learning model?on this question6%
Excerpts where NVIDIA GenAI-Perf appeared in the AI's answer
Google AI ModeAug 16, 2026, Google AI Mode
NVIDIA GenAI-Perf / AI Perf are essential if you are profiling Large Language Models (LLMs) or generative AI endpoints.