Amazon SageMaker vs Hugging Face:Which is more popular?
In September 2026, Hugging Face had more branded searches than Amazon SageMaker among model fine tuning platforms worldwide. Hugging Face had about 301,000 branded searches, while Amazon SageMaker had 42,400. Hugging Face made up 51.9% of all model fine tuning platform searches we track, and Amazon SageMaker accounted for 7.3%. When we asked ChatGPT and Google AI Overviews about model fine tuning platforms, Hugging Face appeared in all five answers and Amazon SageMaker in two. Hugging Face was mentioned before Amazon SageMaker in every answer.
Who do people search for more?
Hugging Face, about 7 searches for every 1 for Amazon SageMaker
Who does AI mention more?
Hugging Face, mentioned in every answer we collected
Who does AI recommend more?
Hugging Face, named ahead of Amazon SageMaker in every answer
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Top model fine tuning platforms in ChatGPT and Google AI Overviews
In three ChatGPT questions and two Google AI Overviews, Hugging Face appeared in all five answers. Amazon SageMaker was mentioned in two out of five: in two of the three ChatGPT answers, but not in either of the two Google AI Overviews. Hugging Face was listed before Amazon SageMaker in every answer.
Most recommended by AI
Brands get a higher ranking if they are mentioned earlier in the answers.
Mentioned by AI
Each dot is one answer, filled in when that answer mentions the brand.
Hugging Face5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Together AI5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Unsloth3 of 5Named in 2 of 3 ChatGPT answersNamed in 1 of 2 Google answers
Google Cloud Vertex AI2 of 5Named in 1 of 3 ChatGPT answersNamed in 1 of 2 Google answers
Amazon SageMaker2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
Anyscale0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers- Lamini0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers
Predibase0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers
See every answer about model fine tuning platforms
5 answers
Asked ChatGPT
“Which model fine tuning platform should I use?”
Asked ChatGPT
“What are the best model fine tuning platforms?”
Asked ChatGPT
“What's the best model fine tuning platform for a machine learning team?”
Searched Google, AI Overview
“llm fine tuning platform”
Searched Google, AI Overview
“ai model fine tuning”
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 Hugging Face more popular in search?
This chart shows how often people search Google for Amazon SageMaker and Hugging Face by name. Each line represents a brand's share of searches for all nine model fine tuning platforms we track, month by month, from English-language searches worldwide.
Share of searches by month for Hugging Face, Amazon SageMaker. The figures are in the table below the chart.
View monthly share of searches table
| Month | Hugging Face | Google Cloud Vertex AI | Unsloth | Together AI | Amazon SageMaker | Anyscale | Lamini | Predibase |
|---|---|---|---|---|---|---|---|---|
| Oct 2025 | 45.6% | 25% | 6.8% | 6.7% | 12.2% | 1.8% | 1.5% | 0.3% |
| Nov 2025 | 44.7% | 30% | 5.5% | 6.5% | 10.4% | 1.5% | 1.2% | 0.24% |
| Dec 2025 | 45.2% | 30.3% | 6.7% | 6.5% | 8.6% | 1.2% | 1.2% | 0.18% |
| Jan 2026 | 49.4% | 27.1% | 5% | 7.1% | 8.5% | 1.3% | 1.3% | 0.16% |
| Feb 2026 | 44.9% | 30.1% | 5.6% | 7.9% | 8.6% | 1.5% | 1.2% | 0.16% |
| Mar 2026 | 43.3% | 28.9% | 8.1% | 9.2% | 7.5% | 1.2% | 1.7% | 0.14% |
| Apr 2026 | 47.3% | 25.8% | 10.6% | 8.2% | 6% | 0.85% | 1% | 0.13% |
| May 2026 | 47.7% | 26.1% | 8.5% | 8.4% | 6.7% | 1% | 1.3% | 0.14% |
| Jun 2026 | 49% | 22% | 8.9% | 10.3% | 6.9% | 1.3% | 1.3% | 0.16% |
| Jul 2026 | 51.5% | 18.8% | 9.2% | 11% | 5.9% | 1.7% | 1.7% | 0.17% |
| Aug 2026 | 54.6% | 13.4% | 14.6% | 9.5% | 5.1% | 1.5% | 1.2% | 0.11% |
| Sep 2026 | 51.9% | 15.6% | 13.7% | 9% | 7.3% | 1.1% | 1.1% | 0.12% |
How has the Amazon SageMaker and Hugging Face comparison changed over the last 12 months?
3 findings
- Hugging Face was ahead of Amazon SageMaker in every measured month of the 12 months ending September 2026.
- Across the 12 months ending September 2026, Amazon SageMaker’s share of searches among model fine tuning platforms worldwide moved from 12.2% to 7.3%, and its estimated monthly branded searches moved from 66K to 42.4K.
- Across the 12 months ending September 2026, Hugging Face’s share of searches among model fine tuning platforms worldwide moved from 45.6% to 51.9%, and its estimated monthly branded searches moved from 246K to 301K.
How did search popularity change for model fine tuning platforms worldwide in September 2026?
2 changes

In September 2026, Amazon SageMaker gained share of searches among model fine tuning platforms worldwide, from 5.1% to 7.3%.

In September 2026, Hugging Face lost share of searches among model fine tuning platforms worldwide, from 54.6% to 51.9%.
How are branded searches counted?
5 search terms
Brandwave collects information about searches that people make online using Amazon SageMaker’s and Hugging Face’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
Hugging Face
2 branded search terms
- hugging face
- huggingface
Other head-to-heads among model fine tuning platforms

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Google Cloud Vertex AI vs Amazon SageMaker: compare popularity

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