---
title: "Ray Serve: search popularity worldwide"
description: "Ray Serve is Anyscale’s library for serving machine learning models on Ray. Branded searches tell you how often people look for a brand by name or related terms. Comparing these searches across competitors helps you see how popular each brand is over time."
canonical: "https://gobrandwave.com/demand/global-en/brands/ray-serve"
publisher: "Brandwave"
---

# Ray Serve: search popularity worldwide

Ray Serve is Anyscale’s library for serving machine learning models on Ray. Branded searches tell you how often people look for a brand by name or related terms. Comparing these searches across competitors helps you see how popular each brand is over time.

## Key facts

- **Brand**: Ray Serve
- **Market**: Global
- **Measured month**: Sep 2026
- **Share of Search among model serving platforms**: 2.1%

## Where the brand sits

| Competitive set | Rank | Share of Search | Estimated monthly branded searches |
| --- | --- | --- | --- |
| Model serving platforms | 7 | 2.1% | 5.4K |

- [Model serving platforms](/demand/global-en/categories/model-serving-platforms)

## How has branded search demand for Ray Serve changed worldwide over the last 12 months?

- Across the 12 months ending September 2026, estimated monthly branded searches for Ray Serve worldwide rose from 4.4K to 5.4K.
- Across the 12 months ending September 2026, Ray Serve rose from 8th to 7th among model serving platforms worldwide.

## How did search popularity change for model serving platforms worldwide in September 2026?

- In September 2026, Baseten gained share of searches among model serving platforms worldwide, from 16.6% to 19%.
- In September 2026, Amazon SageMaker gained share of searches among model serving platforms worldwide, from 14.2% to 16.3%.
- In September 2026, vLLM lost share of searches among model serving platforms worldwide, from 55.5% to 51.9%.
- In September 2026, KServe lost share of searches among model serving platforms worldwide, from 2.7% to 2.1%.
- Ray Serve’s share of searches among model serving platforms worldwide has gained ground for 3 months in a row, from 1.6% to 2.1% in September 2026.
- Estimated monthly branded searches for Modal worldwide rose 85.7% over 12 measured months, from 4.2K to 7.8K in September 2026.

## Historical estimated branded-search demand

| Month | Competitive set | Estimated monthly branded searches | Share of Search | Rank |
| --- | --- | --- | --- | --- |
| Oct 2025 | Model serving platforms | 4.4K | 1.7% | 8 |
| Nov 2025 | Model serving platforms | 5.4K | 2.2% | 7 |
| Dec 2025 | Model serving platforms | 4.4K | 2.2% | 7 |
| Jan 2026 | Model serving platforms | 5.4K | 2.1% | 7 |
| Feb 2026 | Model serving platforms | 4.4K | 1.9% | 8 |
| Mar 2026 | Model serving platforms | 5.4K | 1.9% | 7 |
| Apr 2026 | Model serving platforms | 4.4K | 1.4% | 8 |
| May 2026 | Model serving platforms | 4.4K | 1.6% | 8 |
| Jun 2026 | Model serving platforms | 4.4K | 1.6% | 8 |
| Jul 2026 | Model serving platforms | 4.4K | 1.8% | 7 |
| Aug 2026 | Model serving platforms | 4.4K | 1.8% | 7 |
| Sep 2026 | Model serving platforms | 5.4K | 2.1% | 7 |

## How are Ray Serve’s branded searches counted?

Brandwave collects information about searches that people make online using Ray Serve’s name. When viewed over time, estimated search volumes for this branded term can be used to understand whether interest in the brand is growing, holding steady, or fading.

- “ray serve”

## Which model serving platforms compete with Ray Serve?

- [vLLM](/demand/global-en/brands/vllm)
- [Baseten](/demand/global-en/brands/baseten)
- [Amazon SageMaker](/demand/global-en/brands/amazon-sagemaker)
- [Seldon](/demand/global-en/brands/seldon): Head-to-head: /demand/global-en/compare/ray-serve-vs-seldon
- [Modal](/demand/global-en/brands/modal): Head-to-head: /demand/global-en/compare/modal-vs-ray-serve
- [KServe](/demand/global-en/brands/kserve): Head-to-head: /demand/global-en/compare/kserve-vs-ray-serve
- [NVIDIA Triton Inference Server](/demand/global-en/brands/nvidia-triton): Head-to-head: /demand/global-en/compare/nvidia-triton-vs-ray-serve
- [BentoML](/demand/global-en/brands/bentoml): Head-to-head: /demand/global-en/compare/bentoml-vs-ray-serve
- [TorchServe](/demand/global-en/brands/torchserve)
- [TensorFlow Serving](/demand/global-en/brands/tensorflow-serving)

## Methodology

- [How is the Brand Demand Index measured?](/demand/methodology): Where the figures come from, what they compare, and how they may be reused.

## Cite this page

Brandwave. "Ray Serve: search popularity worldwide". https://gobrandwave.com/demand/global-en/brands/ray-serve

This page is also available as HTML at https://gobrandwave.com/demand/global-en/brands/ray-serve. Brandwave publishes an index of its Markdown pages at https://gobrandwave.com/llms.txt.