Cloud Machine Learning Infrastructure Platforms | Parse

Cloud Machine Learning Infrastructure Platforms in AI answers

Data as of Oct 14, 2026Based on 91 AI responsesReviewed by Dimitry Apollonsky

AI summary

Roboflow holds a narrow lead over Microsoft Azure, driven by recommendations for managed computer vision workflows. For serving models on high-memory CPU instances, buyers encounter a tie between AWS and Google Cloud Gemini Enterprise Agent Platform instead.

Most-mentioned brands

Rank and Mentioned in · since Jul 5

#	Brand	Recommended for	Mentioned in
1	Roboflow 51% managed training, dataset management, and annotation for computer vision	managed training, dataset management, and annotation for computer vision	51%
2	Microsoft AzureMicrosoft product line 48% multi-terabyte M-series virtual machines and enterprise cloud ecosystems	multi-terabyte M-series virtual machines and enterprise cloud ecosystems	48%
3	AWSAmazon product line 47% EC2 High Memory instances scaling to extreme terabyte capacities	EC2 High Memory instances scaling to extreme terabyte capacities	47%
4	Google Cloud Gemini Enterprise Agent PlatformAlphabet product line 46%		46%
5	Google Cloud PlatformAlphabet product line 44% memory-optimized virtual machines running large memory-bound models	memory-optimized virtual machines running large memory-bound models	44%
6	Amazon SageMakerAmazon product line 38% end-to-end machine learning operations with deep ecosystem integration	end-to-end machine learning operations with deep ecosystem integration	38%
7	Azure Machine LearningMicrosoft product line 25% enterprise governance and machine learning workflows on Microsoft stacks	enterprise governance and machine learning workflows on Microsoft stacks	25%
8	Google CloudAlphabet product line 21% memory-optimized virtual machines with independent configuration options	memory-optimized virtual machines with independent configuration options	21%
9	Oracle Cloud Infrastructure Data IntegrationOracle product line 13%		13%
10	Ultralytics 12% no-code management and training for YOLO vision models	no-code management and training for YOLO vision models	12%
11	Ultralytics HUBUltralytics product line 11%		11%
12	M-series 10%		10%
13	Amazon Web ServicesAmazon product line 8%		8%
14	Amazon EC2 High Memory Instances 8%		8%
15	Labelbox 7%		7%
16	Oracle 7%		7%
17	Google Colab 5%		5%
18	M3 5%		5%
19	Amazon EC2 Memory-Optimized InstancesAmazon product line 4%		4%
20	Amazon RekognitionAmazon product line 4%		4%
21	Msv3Microsoft product line 4%		4%
22	LandingLensLanding AI product line 3%		3%
23	Google Cloud Memory-optimized machine family 3%		3%
24	Azure AI VisionMicrosoft product line 3%		3%
25	R8i/R7i 3%		3%
26	Modal · modal.com 3%		3%
27	Clarifai 3%		3%
28	Azure Custom VisionMicrosoft product line 3%		3%
29	Encord 3%		3%
30	M2 3%		3%
31	Ultralytics YOLOUltralytics product line 3%		3%
32	Oraclecloud 3%		3%
33	Weights & Biases 3%		3%
34	R8Android product line 3%		3%
35	CoreWeave 3%		3%
36	Supervisely 2%		2%
37	Labellerr 2%		2%
38	AWS Auto ScalingAmazon product line 2%		2%
39	PyTorch 2%		2%
40	Msv3 High Memory VM Series 2%		2%
41	MLflow 2%		2%
42	MV2 2%		2%
43	Lambda 2%		2%
44	AWS U-24tb1 2%		2%
45	Landing AI 1%		1%
46	Modal 1%		1%
47	V7 GoV7 Labs product line 1%		1%
48	SuperAnnotate 1%		1%
49	Automl 1%		1%
50	AWS R7Amazon product line 1%		1%
51	Google Compute EngineAlphabet product line 1%		1%
52	Databricks 1%		1%
53	Edge Impulse 1%		1%
54	Scale 1%		1%
55	AWS GravitonAmazon product line 1%		1%
56	OCI DenseIOOracle product line 1%		1%
57	MassiveGRID 1%		1%
58	Alluxio 1%		1%
59	Google Cloud Compute EngineAlphabet product line 1%		1%
60	Azure Virtual MachinesMicrosoft product line 1%		1%
61	Vast.ai 1%		1%
62	AutoDistill · autodistill.com 1%		1%
63	Autodistill · roboflow.comRoboflow product line 1%		1%
64	Label Studio 1%		1%
65	Google Compute Engine Memory-Optimized MachinesAlphabet product line 1%		1%
66	NVIDIA 1%		1%
67	Detectron2 1%		1%
68	RunPod 1%		1%
69	Akamai Connected Cloud (Linode)Owned by Akamai 1%		1%
70	X1 1%		1%
71	OVHcloud 1%		1%
72	Google Gemini 1%		1%
73	Cinema 4DMaxon product line 1%		1%
74	Azure E-Series VMsMicrosoft product line 1%		1%
75	Hetzner CloudHetzner product line 1%		1%
76	Bambu Lab 1%		1%
77	YOLO (You Only Look Once)Pjreddie product line 1%		1%
78	M1 1%		1%
79	Google Cloud Compute Engine Z3 1%		1%
80	Akamai 1%		1%
81	DeepSeek ChatDeepSeek product line 1%		1%
82	Kubeflow 1%		1%
83	NVIDIA Run:AINVIDIA product line 1%		1%
84	QwenOwned by Alibaba Group 1%		1%
85	Azure M-Series Virtual MachinesMicrosoft product line 1%		1%

Recommendations by AI engine

ChatGPT SearchGoogle AI Mode

Widest split: Azure Machine Learning, 43% on ChatGPT Search and 7% on Google AI Mode.

Mentioned in on each AI engine, by brand
Brand	ChatGPT Search	Google AI Mode
Roboflow	50%	51%
Microsoft Azure	50%	47%
AWS	50%	44%
Google Cloud Gemini Enterprise Agent Platform	52%	40%
Google Cloud Platform	46%	42%
Amazon SageMaker	52%	24%
Azure Machine Learning	43%	7%
Google Cloud	20%	22%
Oracle Cloud Infrastructure Data Integration	17%	9%
Ultralytics	17%	7%

Cloud Machine Learning Infrastructure Platforms in AI answers

Most-mentioned brands

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