Amazon SageMaker vs Baseten:Which is more popular?
In September 2026, Baseten had more branded searches than Amazon SageMaker among model serving platforms worldwide. Baseten had about 49,500 branded searches, while Amazon SageMaker had 42,400. Baseten made up 19% of all model serving platform searches we track, and Amazon SageMaker accounted for 16.3%. When we asked ChatGPT and Google AI Overviews about model serving platforms, Amazon SageMaker appeared in four of the five answers and Baseten in two. Amazon SageMaker was mentioned before Baseten in three out of five answers.
Who do people search for more?
Baseten, about 17% more searches than Amazon SageMaker
Who does AI mention more?
Amazon SageMaker, mentioned in 4 of 5 answers, Baseten in 2
Who does AI recommend more?
Amazon SageMaker, named ahead of Baseten in 3 of 5 answers
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Top model serving platforms in ChatGPT and Google AI Overviews
In three ChatGPT questions and two Google AI Overviews, Amazon SageMaker was mentioned in four out of five: in two of the three ChatGPT answers and in both Google AI Overviews. Baseten was mentioned in two out of five: in two of the three ChatGPT answers, but not in either of the two Google AI Overviews. Amazon SageMaker was listed before Baseten in three out of five answers.
Most recommended by AI
Brands get a higher ranking if they are mentioned earlier in the answers.
NVIDIA Triton Inference Server1st
vLLM2nd
KServe3rd
TensorFlow Serving4th
TorchServe5th
Baseten6th
Modal7th
Ray Serve8th
BentoML9th
Amazon SageMaker10th- +1 more
Mentioned by AI
Each dot is one answer, filled in when that answer mentions the brand.
Amazon SageMaker4 of 5Named in 2 of 3 ChatGPT answersNamed in 2 of 2 Google answers
KServe4 of 5Named in 3 of 3 ChatGPT answersNamed in 1 of 2 Google answers
Ray Serve4 of 5Named in 3 of 3 ChatGPT answersNamed in 1 of 2 Google answers
NVIDIA Triton Inference Server4 of 5Named in 2 of 3 ChatGPT answersNamed in 2 of 2 Google answers
vLLM3 of 5Named in 3 of 3 ChatGPT answersNamed in 0 of 2 Google answers
BentoML3 of 5Named in 2 of 3 ChatGPT answersNamed in 1 of 2 Google answers
Baseten2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
Modal2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
TorchServe2 of 5Named in 0 of 3 ChatGPT answersNamed in 2 of 2 Google answers
TensorFlow Serving2 of 5Named in 0 of 3 ChatGPT answersNamed in 2 of 2 Google answers
See every answer about model serving platforms
5 answers
Asked ChatGPT
“Which model serving platform should I use?”
Asked ChatGPT
“What are the best model serving platforms?”
Asked ChatGPT
“What's the best model serving platform for machine learning models?”
Searched Google, AI Overview
“model serving platforms”
Searched Google, AI Overview
“ml model serving”
Not named in any answer:
Brands are shown in the order each answer named them. The survey took place in the United States on October 21, 2026.
Is Amazon SageMaker or Baseten more popular in search?
This chart shows how often people search Google for Amazon SageMaker and Baseten by name. Each line represents a brand's share of searches for all 11 model serving platforms we track, month by month, from English-language searches worldwide.
Share of searches by month for Baseten, Amazon SageMaker. The figures are in the table below the chart.
View monthly share of searches table
| Month | vLLM | Baseten | Amazon SageMaker | Seldon | Modal | KServe | Ray Serve | NVIDIA Triton Inference Server | BentoML | TorchServe | TensorFlow Serving |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Oct 2025 | 52.2% | 7% | 25.5% | 3.8% | 1.6% | 2.6% | 1.7% | 2.8% | 1.7% | 0.62% | 0.39% |
| Nov 2025 | 54.2% | 7.3% | 23% | 4% | 1.3% | 2.7% | 2.2% | 2.6% | 1.8% | 0.64% | 0.35% |
| Dec 2025 | 55% | 6% | 23.4% | 4% | 1.3% | 2.7% | 2.2% | 2.6% | 1.8% | 0.5% | 0.36% |
| Jan 2026 | 53.7% | 10.8% | 20.6% | 3.9% | 1.6% | 2.6% | 2.1% | 2.6% | 1.4% | 0.4% | 0.29% |
| Feb 2026 | 57.7% | 7.7% | 20.1% | 3.5% | 1.8% | 2.3% | 1.9% | 2.5% | 1.9% | 0.38% | 0.25% |
| Mar 2026 | 59.5% | 8% | 18.7% | 3.6% | 1.7% | 2.4% | 1.9% | 2.3% | 1.3% | 0.36% | 0.26% |
| Apr 2026 | 65.9% | 7.3% | 15.4% | 2.7% | 1.8% | 2.2% | 1.4% | 1.7% | 1.2% | 0.29% | 0.19% |
| May 2026 | 61% | 10% | 15.7% | 3% | 2.7% | 2.4% | 1.6% | 2% | 1.1% | 0.27% | 0.18% |
| Jun 2026 | 58.5% | 14.4% | 15% | 2.9% | 2.2% | 2.3% | 1.6% | 1.7% | 1% | 0.26% | 0.14% |
| Jul 2026 | 55% | 16.5% | 14.1% | 2.7% | 4.1% | 2.7% | 1.8% | 1.8% | 0.98% | 0.24% | 0.13% |
| Aug 2026 | 55.5% | 16.6% | 14.2% | 3.3% | 3% | 2.7% | 1.8% | 1.8% | 0.78% | 0.2% | 0.09% |
| Sep 2026 | 51.9% | 19% | 16.3% | 3.1% | 3% | 2.1% | 2.1% | 1.5% | 0.73% | 0.18% | 0.1% |
How has the Amazon SageMaker and Baseten comparison changed over the last 12 months?
3 findings
- The lead changed hands once in the 12 months ending September 2026: Baseten took it in July 2026.
- Across the 12 months ending September 2026, Amazon SageMaker’s share of searches among model serving platforms worldwide moved from 25.5% to 16.3%, and its estimated monthly branded searches moved from 66K to 42.4K.
- Across the 12 months ending September 2026, Baseten’s share of searches among model serving platforms worldwide moved from 7% to 19%, and its estimated monthly branded searches moved from 18.1K to 49.5K.
How did search popularity change for model serving platforms worldwide in September 2026?
2 changes

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%.
How are branded searches counted?
4 search terms
Brandwave collects information about searches that people make online using Amazon SageMaker’s and Baseten’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.
Amazon SageMaker
3 branded search terms
- amazon sagemaker
- aws sagemaker
- sagemaker
Baseten
1 branded search term
- baseten
Other head-to-heads among model serving platforms

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