Best Model Infrastructure AI Tools

As of October 2026, AlphaMoat tracks 807 AI websites tagged Model Infrastructure. The most visited is Google AI Studio with 112.6M monthly visits (+2% MoM). Ranked by latest monthly traffic, updated monthly.

#	Product	Company	Industry	Visits	MoM
1	Google AI StudioModel Infrastructure+1 A developer platform for moving from model experiments and prompt tuning to API integration	Google	General AI	112.6M	+2%
2	Hugging FaceData Labeling & Training Data+2 An open collaboration platform for hosting models, datasets, and AI applications.	Hugging Face	General AI	34.8M	+11.4%
3	AI StudioModel Infrastructure+1 Go from prompt experiments to production apps fast with Gemini.	Google	General AI	9.9M	+32.5%
4	OllamaModel InfrastructureOn-Device AI Run open models safely locally and use cloud compute on demand.	Ollama	General AI	9.5M	+4.3%
5	华为云码道Model InfrastructureCloud & DevOps+1 Huawei Cloud's AI coding assistant for code generation, questions and engineering tasks	华为云	Programming	4.8M	+56.8%
6	AI-Native CloudModel InfrastructureCloud & DevOps AI-native cloud unifying agents, inference and cloud resources.	DigitalOcean	General AI	3.9M	+4.1%
7	CoreWeaveModel Infrastructure Provide cloud infrastructure for model training and deployment	CoreWeave	General AI	3.3M	+597.9%
8	AbacusModel Infrastructure Build applied AI systems for professionals and enterprises.	Abacus.AI	General AI	3.3M	-1.7%
9	Fal AIModel Infrastructure Run image, video, three-dimensional, and audio generation models for developers.	Fal	General AI	3.1M	-3.7%
10	魔搭社区Model Infrastructure+2 An open-source community for model exploration, inference, training, deployment, and apps.	魔搭社区	General AI	3.1M	+5.1%
11	BytePlusModel Infrastructure+1 A native cloud platform for enterprises to build, deploy, and scale AI.	BytePlus	General AI	3.0M	-30%
12	RunPodModel Infrastructure On-demand GPU and serverless compute to run AI workloads	RunPod	General AI	2.9M	+5.9%
13	NvidiaModel Infrastructure A developer platform to explore models and call the NVIDIA NIM inference API.	NVIDIA	General AI	2.3M	-4.9%
14	sas.comModel InfrastructureAI Data Analytics An enterprise platform spanning data, analytics and the AI lifecycle	sas.com	News & Analytics	2.2M	+6%
15	WavespeedModel InfrastructureAI Video Generation+1 Unified access to multiple image, video, and audio generation models	WaveSpeed	General AI	2.2M	+22.9%
16	TogetherModel Infrastructure Run inference, fine-tuning, and compute clusters on an AI-native cloud	Together AI	General AI	1.6M	+64.9%
17	SiliconflowAPI Proxy / Model Gateway+1 Efficient, low-cost multi-model inference and enterprise deployment services	硅基流动	General AI	1.6M	-10%
18	AnacondaModel InfrastructureCloud & DevOps A trusted open-source Python and AI development and governance platform.	Anaconda	Programming	1.6M	-16.1%
19	PalantirModel InfrastructureAI Data Analytics An enterprise software platform connecting organizational data, decisions, and operations	Palantir	News & Analytics	1.3M	+5.9%
20	Arm AGI CPUModel Infrastructure Arm's custom system-on-chip for AI data centers	Arm	General AI	1.3M	+10.7%
21	Vast.aiModel Infrastructure Rent and auto-schedule cloud compute at real-time market prices.	Vast.ai	General AI	1.3M	+2.8%
22	ModalModel InfrastructureCloud & DevOps Run large-scale CPU, GPU, and data jobs elastically with Python	Modal	General AI	1.2M	+30.2%
23	NebiusModel Infrastructure A purpose-built cloud for AI training and inference, from chips to API	Nebius	General AI	1.1M	+10.7%
24	Microsoft foundryModel Infrastructure+1 A platform for building agents and centrally managing models and tools	Microsoft	General AI	1.1M	-9%
25	SilicoModel InfrastructureAI for Science Agent that helps researchers understand and debug neural network internals	Goodfire	Programming	1.1M	+775%
26	ExaDeep ResearchModel Infrastructure+1 Real-time web search, deep research, and structured content for agents	Exa	General AI	1.1M	+16.8%
27	AILabToolsModel InfrastructureAI Image Editing Online AI tools and APIs for portrait retouching, background removal, and image enhancement.	AILab Tools	Image & Design	1.0M	-10%
28	Scikit LearnModel Infrastructure Train, evaluate, and apply machine-learning models in Python	scikit-learn	General AI	989.3K	+11.8%
29	TelnyxVoice AgentModel Infrastructure Global communications and model-running infrastructure for real-time voice agents.	Telnyx	General AI	911.0K	-12.5%
30	ReplicateModel Infrastructure A platform for running, fine-tuning, and deploying AI models through APIs	Replicate	General AI	905.4K	-8.4%
31	UnslothModel InfrastructureOn-Device AI A no-code workbench for training, running, and exporting open models locally	Unsloth	General AI	887.5K	-17.6%
32	SerpApiModel InfrastructureAI Search Get structured search-engine results via a real-time API.	SerpApi	General AI	885.8K	-4.6%
33	NaïveAPI Proxy / Model Gateway+3 An all-in-one platform for agent building, hosting, compute, and model gateway.	Naïve	General AI	878.9K	+2158.1%
34	BAIAPI Proxy / Model Gateway+1 Connects model access and cross-border payment for AI agents.	BAI	General AI	852.7K	-33.5%
35	UltralyticsData Labeling & Training Data+1 From data annotation and YOLO training to global model deployment	Ultralytics	General AI	793.4K	+8.7%
36	TavusVoice AgentDigital Human & Avatar+1 Build persona AI that sees, hears, and responds face-to-face in real time	Tavus	Video	720.2K	+92.2%
37	SaladModel Infrastructure Deploys and runs AI workloads with distributed GPU resources	Salad	General AI	713.5K	+10.4%
38	TeachableMachineModel InfrastructureEdTech Train models that recognize images, sound, and poses with no code	Teachable Machine	Education & Research	711.7K	+12.9%
39	CerebrasModel Infrastructure Wafer-scale chips delivering high-speed model training and inference.	Cerebras	General AI	701.0K	-12.6%
40	HiveAI SafetyModel Infrastructure+1 Identify and understand multimedia content through model APIs for moderation.	Hive	General AI	669.3K	+53.1%
41	Fireworks.aiModel Infrastructure A high-performance inference platform to train and deploy specialized open models.	Fireworks AI	General AI	659.7K	+6%
42	BasetenModel Infrastructure Production-grade inference and elastic deployment for open-source and custom AI models	Baseten	General AI	653.0K	+47.4%
43	BLACKBOx AIAPI Proxy / Model Gateway+1 Provides private, isolated, and high-speed frontier model inference.	Blackbox	General AI	623.0K	-27.2%
44	Cohere ToolkitModel Infrastructure+1 Cohere's open-source generative AI application development toolkit.	Cohere	General AI	605.1K	+8.4%
45	书生Model InfrastructureAI for Science+1 Provide general-purpose models and intelligent scientific tools	书生	General AI	600.6K	+329.3%
46	DecartModel InfrastructureAI Video Generation+1 Model platform for real-time AI and video generation.	Decart	General AI	593.3K	+12.7%
47	Redis Feature StoreModel Infrastructure+1 Real-time ML feature platform for apps and AI agents	Redis	Programming	588.4K	-19.9%
48	TensorFlowModel Infrastructure Build, train, and deploy machine-learning models across environments	TensorFlow	General AI	561.0K	+2.9%
49	KittVoice AgentModel Infrastructure+1 A platform to build, deploy, and observe real-time voice, video, and physical AI agents.	LiveKit	Programming	464.2K	-0.6%
50	Qwen CloudModel Infrastructure A cloud dev platform to host and call Qwen models.	QwenCloud	General AI	459.6K	-40.2%

Data month: 2026-10 · Visit figures are third-party traffic estimates aggregated monthly — best for scale and trends. Multiple domains of the same product are merged. See methodology.