--- title: "Modal vs Ray Serve: Which is searched more?" description: "Is Modal or Ray Serve more popular in search? Compare estimated monthly branded-search demand and Share of Search inside the Model serving platforms set worldwide. 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/compare/modal-vs-ray-serve" publisher: "Brandwave" --- # Modal vs Ray Serve: Which is searched more? Is Modal or Ray Serve more popular in search? Compare estimated monthly branded-search demand and Share of Search inside the Model serving platforms set worldwide. 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 - **Compared**: Modal and Ray Serve - **Competitive set**: Model serving platforms - **Market**: Global - **Month measured**: Sep 2026 - **Modal Share of Search**: 3% - **Ray Serve Share of Search**: 2.1% ## Is Modal or Ray Serve more popular in search? - In September 2026, Modal had more branded searches than Ray Serve among model serving platforms worldwide. Modal had about 7,800 branded searches, while Ray Serve had 5,400. Modal made up 3% of all model serving platform searches we track, and Ray Serve accounted for 2.1%. - The lead changed hands once in the 12 months ending September 2026: Modal took it in April 2026. - Across the 12 months ending September 2026, Modal’s share of searches among model serving platforms worldwide moved from 1.6% to 3%, and its estimated monthly branded searches moved from 4.2K to 7.8K. - Across the 12 months ending September 2026, Ray Serve’s share of searches among model serving platforms worldwide moved from 1.7% to 2.1%, and its estimated monthly branded searches moved from 4.4K to 5.4K. ## Top model serving platforms in ChatGPT and Google AI Overviews In three ChatGPT questions and two Google AI Overviews, Ray Serve was mentioned in four out of five: in all three ChatGPT answers and in one of the two Google AI Overviews. Modal was mentioned in two out of five: in two of the three ChatGPT answers, but not in either of the two Google AI Overviews. Modal and Ray Serve were each listed first in two of the four answers that named either. Brands get a higher AI rank if they are mentioned earlier in the answers that list options. | Brand | AI rank | ChatGPT answers that named it | Google AI Overviews that named it | All answers that named it | | --- | --- | --- | --- | --- | | NVIDIA Triton Inference Server | 1st | 2 of 3 | 2 of 2 | 4 of 5 | | vLLM | 2nd | 3 of 3 | 0 of 2 | 3 of 5 | | KServe | 3rd | 3 of 3 | 1 of 2 | 4 of 5 | | TensorFlow Serving | 4th | 0 of 3 | 2 of 2 | 2 of 5 | | TorchServe | 5th | 0 of 3 | 2 of 2 | 2 of 5 | | Baseten | 6th | 2 of 3 | 0 of 2 | 2 of 5 | | Modal | 7th | 2 of 3 | 0 of 2 | 2 of 5 | | Ray Serve | 8th | 3 of 3 | 1 of 2 | 4 of 5 | | BentoML | 9th | 2 of 3 | 1 of 2 | 3 of 5 | | Amazon SageMaker | 10th | 2 of 3 | 2 of 2 | 4 of 5 | | Seldon | Not ranked | 0 of 3 | 0 of 2 | 0 of 5 | ## Every AI answer about model serving platforms - Asked ChatGPT "Which model serving platform should I use?": 1. Baseten, 2. Modal, 3. vLLM, 4. Ray Serve, 5. KServe - Asked ChatGPT "What are the best model serving platforms?": 1. vLLM, 2. NVIDIA Triton Inference Server, 3. Modal, 4. Baseten, 5. BentoML, 6. KServe, 7. Amazon SageMaker, 8. Ray Serve - Asked ChatGPT "What's the best model serving platform for machine learning models?": 1. KServe, 2. vLLM, 3. NVIDIA Triton Inference Server, 4. Ray Serve, 5. BentoML, 6. Amazon SageMaker - Searched Google, AI Overview "model serving platforms": 1. TensorFlow Serving, 2. TorchServe, 3. NVIDIA Triton Inference Server, 4. KServe, 5. Ray Serve, 6. Amazon SageMaker - Searched Google, AI Overview "ml model serving": 1. TensorFlow Serving, 2. TorchServe, 3. NVIDIA Triton Inference Server, 4. BentoML, 5. Amazon SageMaker Not named in any answer: Seldon. Brands are listed in the order each answer named them. The answers were collected in the United States on October 21, 2026. ## How did search popularity change for model serving platforms worldwide in September 2026? - 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. ## Month by month | Month | Modal estimated searches | Modal Share of Search | Modal rank | Ray Serve estimated searches | Ray Serve Share of Search | Ray Serve rank | | --- | --- | --- | --- | --- | --- | --- | | Oct 2025 | 4.2K | 1.6% | 9 | 4.4K | 1.7% | 8 | | Nov 2025 | 3.2K | 1.3% | 9 | 5.4K | 2.2% | 7 | | Dec 2025 | 2.6K | 1.3% | 9 | 4.4K | 2.2% | 7 | | Jan 2026 | 4K | 1.6% | 8 | 5.4K | 2.1% | 7 | | Feb 2026 | 4.2K | 1.8% | 9 | 4.4K | 1.9% | 8 | | Mar 2026 | 4.8K | 1.7% | 8 | 5.4K | 1.9% | 7 | | Apr 2026 | 5.5K | 1.8% | 6 | 4.4K | 1.4% | 8 | | May 2026 | 7.3K | 2.7% | 5 | 4.4K | 1.6% | 8 | | Jun 2026 | 6.3K | 2.2% | 6 | 4.4K | 1.6% | 8 | | Jul 2026 | 10K | 4.1% | 4 | 4.4K | 1.8% | 7 | | Aug 2026 | 7.3K | 3% | 5 | 4.4K | 1.8% | 7 | | Sep 2026 | 7.8K | 3% | 5 | 5.4K | 2.1% | 7 | ## How each brand is measured Brandwave collects information about searches that people make online using Modal’s and Ray Serve’s names. When viewed over time, estimated search volumes for these branded terms can be used to understand whether interest in the brands is growing, holding steady, or fading. - **Modal**: Measured on the search terms “modal gpu” and “modal labs”, summed into one figure. - **Ray Serve**: Measured on the search term “ray serve”. - [Modal profile](/demand/global-en/brands/modal) - [Ray Serve profile](/demand/global-en/brands/ray-serve) - [All model serving platforms worldwide](/demand/global-en/categories/model-serving-platforms): The set both shares are measured inside, 11 brands. ## Methodology - [How is the Brand Demand Index measured?](/demand/methodology): Where the figures come from, what they compare, and how they may be reused. ## Frequently asked questions ### Is Modal or Ray Serve more popular in search? In September 2026, Modal had more branded searches than Ray Serve among model serving platforms worldwide. Modal had about 7,800 branded searches, while Ray Serve had 5,400. Modal made up 3% of all model serving platform searches we track, and Ray Serve accounted for 2.1%. ## Cite this page Brandwave. "Modal vs Ray Serve: Which is searched more?". https://gobrandwave.com/demand/global-en/compare/modal-vs-ray-serve This page is also available as HTML at https://gobrandwave.com/demand/global-en/compare/modal-vs-ray-serve. Brandwave publishes an index of its Markdown pages at https://gobrandwave.com/llms.txt.