Data as of Aug 25, 2026 · Based on 344 AI responses · See how Parse measures this
Cloud Machine Learning Infrastructure Platforms
Parse
https://parse.gl
Amazon maintains its leadership in cloud ML infrastructure, consistently recommended for its high-memory compute instances. However, for specialized computer vision training, AI assistants increasingly highlight user-friendly platforms like alongside major cloud offerings from Google and .
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | A user-friendly, end-to-end platform for computer vision model training workflows. | 77% | |
| 2 | 74% | ||
| 3 | The leader for high-memory EC2 instances and a mature, scalable ecosystem. | 69% | |
| 4 | 69% | ||
| 5 | A no-code platform for computer vision, cited for its visual workflows. | 32% | |
| 6 | 23% | ||
| 7 | 11% | ||
| 8 | 10% | ||
| 9 | 9% | ||
| 10 | 8% | ||
| 11 | 7% | ||
| 12 | 6% | ||
| 13 | 4% | ||
| 14 | 4% | ||
| 15 | 3% | ||
| 16 | 3% | ||
| 17 | 3% | ||
| 18 | 3% | ||
| 19 | 3% | ||
| 20 | 3% | ||
| 21 | 3% | ||
| 22 | 3% | ||
| 23 | 3% | ||
| 24 | 2% | ||
| 25 | 2% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
roboflow.com is the page AI reaches for most here, cited in 53% of analyzed answers.
Climbed from rank #12 to #9 between October and March.
Emerged as a contender in December, becoming a top-10 cited brand.
Lost its #1 overall rank to Amazon between October and March.
Fell from rank #8 to #11 between October and March.
“Not mentioned in early responses.” → “Framed as a cost-effective alternative for high-memory compute since December.”
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 90% | 95% | ||
| 95% | 43% | ||
| 95% | 71% | ||
| 71% | 5% | ||
| 10% | 33% |
Amazon maintains its leadership in cloud ML infrastructure, consistently recommended for its high-memory compute instances. However, for specialized computer vision training, AI assistants increasingly highlight user-friendly platforms like Roboflow alongside major cloud offerings from Google and Microsoft.
Across 344 AI responses, Roboflow is mentioned most, named in 77% of them, followed by Alphabet (74%) and Amazon (69%).
Parse measures each brand's mention rate — the share of answers naming it — across 344 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
AI assistants consistently recommend a mix of user-friendly, vision-specific platforms and major cloud ML services. Roboflow has become a dominant recommendation, particularly in Google AI Overviews, often cited for its streamlined end-to-end workflow. Major cloud platforms like AWS SageMaker, Google Vertex AI, and
Azure Machine Learning are presented as more flexible, enterprise-grade alternatives.
Brands mentioned
AI assistants consistently recommend a mix of user-friendly, vision-specific platforms and major cloud ML services. Roboflow has become a dominant recommendation, particularly in Google AI Overviews, often cited for its streamlined end-to-end workflow. Major cloud platforms like AWS SageMaker, Google Vertex AI, and
Azure Machine Learning are presented as more flexible, enterprise-grade alternatives.
AI assistants consistently name Amazon Web Services, , and as the primary options for high-memory CPU instances. AWS is frequently positioned as the leader due to its wide selection and massive memory configurations (U-1 instances). Since December 2025, Cloud has emerged as a fourth contender, often framed as a cost-effective alternative.
Brands mentioned
AI assistants consistently name Amazon Web Services,
Google Cloud, and
Microsoft Azure as the primary options for high-memory CPU instances. AWS is frequently positioned as the leader due to its wide selection and massive memory configurations (U-1 instances). Since December 2025,
Oracle Cloud has emerged as a fourth contender, often framed as a cost-effective alternative.