가성비 좋은 머신러닝 플랫폼은?
AI Visibility Ranking
Brands ordered by GenRank score for this question.
DirectionalQuestion-level figures rest on at most 24 answers per brand, so treat them as direction, not a verdict; the category ranking is the number to judge by. Scores are for the week of 2026-11-08. ± is the 95% confidence interval where the sampling allows one.
| Rank | Brand | Named by | Score |
|---|---|---|---|
| 1 | Google Colab | 11/24 | 46.4±6.5 |
| 2 | RunPod | 12/24 | 36.3±6.8 |
| 3 | Amazon SageMaker | 16/24 | 34.5±12.8 |
| 4 | Vast.ai | 11/24 | 27.8±14.5 |
| 5 | Kaggle Notebooks | 7/24 | 26.5±16.6 |
| 6 | MLflow | 11/24 | 26.1±5.7 |
| 7 | Azure Machine Learning | 10/24 | 20.5±6.5 |
| 8 | Weights & Biases (W&B) | 5/24 | 18.9±13.6 |
| 9 | Lambda Labs | 7/24 | 16.3±7.8 |
| 10 | Paperspace (Gradient) | 3/24 | 10.6±10.9 |
Sources these answers cited
The sites each surface's answer cited this week. The logos are the surfaces that cited the site.
| Source | Oct 25, 2026 | Nov 1, 2026 | Cited by |
|---|---|---|---|
| aimojo.io8년 딥 러닝을 위한 최고의 클라우드 GPU 서버 2026가지 (순위) | - | 1 |   2 surfaces |
| hiteksoftware.co.krVast.ai 사용 방법: 초보자를 위한 완벽 가이드 | - | 1 | 2 surfaces |
| runpod.ioRunPod.io | 2 | 2 |   2 surfaces |
| unite.ai최고의 머신러닝 소프트웨어 플랫폼 10선 (11월 2026) – Unite.AI | 1 | 1 |  2 surfaces |
| artificialintelligencecompanies.comBest Machine Learning Platforms 2025 - Top Enterprise MLOps Solutions | - | - | 1 surfaces |
| blog-ko.superb-ai.com머신러닝 모델 및 데이터 관리를 위한 소프트웨어 BEST10 | - | - | 1 surfaces |
| blog.naver.comportalAutoML 도구 비교 | 1 | 2 | 1 surfaces |
| checkthat.aiBest ML Platforms 2026: Top 7 Tools Compared | - | 1 |  1 surfaces |
| clickup.com2026년 최고의 AI 플랫폼 15선 - ClickUp | - | - | 1 surfaces |
| cocoro11.tistory.comportal2024년 클라우드 기반 머신러닝 플랫폼 비교 : 주요 특징과 선택 가이드 | - | - | 1 surfaces |
| cuffyluv.tistory.comportal[Cloud] vast.ai 사용법: 가성비 최강 GPU 대여 플랫폼! | - | - | 1 surfaces |
| devopsschool.comTop 10 Machine Learning Platforms Tools in 2026: Features, Pros, Cons & Comparison | - | 1 | 1 surfaces |
16 more
Rank trend
Top 10 brands across editions. Five highlighted; the rest in gray.
| Brand | Oct 25, 2026 | Nov 1, 2026 | Nov 8, 2026 |
|---|---|---|---|
| Google Colab | 1 | 1 | 1 |
| RunPod | 3 | 3 | 2 |
| Amazon SageMaker | 5 | 2 | 3 |
| Vast.ai | 18 | 8 | 4 |
| Kaggle Notebooks | 2 | 6 | 5 |
| MLflow | 8 | 5 | 6 |
| Azure Machine Learning | 7 | 7 | 7 |
| Weights & Biases (W&B) | 4 | 4 | 8 |
| Lambda Labs | 22 | 13 | 9 |
| Paperspace (Gradient) | 6 | 10 | 10 |
| Brand | Oct 25, 2026 | Nov 1, 2026 | Nov 8, 2026 |
|---|---|---|---|
| Google Colab | 1 | 1 | 1 |
| RunPod | 3 | 3 | 2 |
| Amazon SageMaker | 5 | 2 | 3 |
| Vast.ai | 18 | 8 | 4 |
| Kaggle Notebooks | 2 | 6 | 5 |
| MLflow | 8 | 5 | 6 |
| Azure Machine Learning | 7 | 7 | 7 |
| Weights & Biases (W&B) | 4 | 4 | 8 |
| Lambda Labs | 22 | 13 | 9 |
| Paperspace (Gradient) | 6 | 10 | 10 |
| ClearML | 15 | 9 | 11 |
| Kaggle | 27 | 39 | 12 |
| Google Vertex AI | 14 | 20 | 13 |
| Kubeflow | 19 | 24 | 16 |
| AWS | 9 | 12 | 17 |
| 쇼피파이 매직 | 10 | 16 | 19 |
| Hugging Face Spaces | 24 | 34 | 28 |
| PyTorch | - | 35 | 43 |
| TensorFlow | - | 38 | 46 |
| VESSL AI | - | - | 52 |