Best model serving and deployment platforms, according to AI

Data as of Aug 25, 2026 · Based on 1,027 AI responses · See how Parse measures this

Model Serving and Deployment Platforms

198 brands

ParseChatGPT + Google AI

Parse

https://parse.gl

Measured across ChatGPT & Google AI

Best Model Serving and Deployment Platforms, According to ChatGPT & Google AI | Parse

#	Brand	What AI says	Mention rate
1	Amazon		62%
2	SeldonA top Kubernetes-native choice for advanced canary deployments and inference graphs.	A top Kubernetes-native choice for advanced canary deployments and inference graphs.	48%
3	KServeA rising open-source option for canary releases and traffic splitting on Kubernetes.	A rising open-source option for canary releases and traffic splitting on Kubernetes.	41%
4	BentoMLPraised for packaging models and simplifying multi-model deployments.	Praised for packaging models and simplifying multi-model deployments.	32%
5	NVIDIA		31%
6	Alphabet		30%
7	Microsoft		19%
8	Kubeflow		17%
9	RayCited for flexible, Python-native model composition and dynamic, multi-step pipelines.	Cited for flexible, Python-native model composition and dynamic, multi-step pipelines.	16%
10	Istio		13%
11	Grafana		11%
12	vLLM		11%
13	Prometheus		11%
14	MLflow		10%
15	Databricks		9%
16	LaunchDarkly		8%
17	Google Gemini API		8%
18	Qwak		7%
19	Arize AI		7%
20	Statsig		6%
21	PyTorch		6%
22	Hugging Face		6%
23	Weights & Biases		5%
24	Linkerd		5%
25	Wallaroo AI		4%
26	Langfuse		4%
27	LangChain		4%
28	Baseten		4%
29	Argo Rollouts		4%
30	Braintrust		4%
31	Kubernetes		4%
32	Envoy Proxy		4%
33	Flagger		3%
34	ONNX		3%
35	Optimizely		3%
36	Maxim AI		3%
37	Ray Serve		3%
38	Cloudera		3%
39	Nginx		3%
40	TrueFoundry		2%
41	F5		2%
42	Knative		2%
43	Clarifai		2%
44	Portkey AI		2%
45	Together AI		2%
46	GrowthBook		2%
47	SGLang		2%
48	Helicone		2%
49	FastAPI		2%
50	Northflank		1%
51	Neptune.ai		1%
52	Fireworks.ai		1%
53	Braintrust		1%
54	ModelMesh		1%
55	Eppo		1%
56	Replicate		1%
57	Evidently AI		1%
58	OpenAI		<1%
59	Datadog		<1%
60	GitHub		<1%
61	Fiddler AI		<1%
62	Iter8		<1%
63	Silicon Flow		<1%
64	DeepEval		<1%
65	Split		<1%
66	Comet		<1%
67	Amplitude		<1%
68	WhyLabs		<1%
69	PostHog		<1%
70	VWO		<1%
71	Hyperstack Cloud		<1%
72	Anyscale		<1%
73	LiteLLM		<1%
74	Argo CD		<1%
75	Galileo Learn		<1%
76	GMI Cloud		<1%
77	Octopus Deploy		<1%
78	Deep Java Library		<1%
79	Predibase		<1%
80	Meta Llama		<1%
81	Cortex Labs		<1%
82	AB Tasty		<1%
83	Harness		<1%
84	Argo Project		<1%
85	Spinnaker		<1%
86	PromptLayer		<1%
87	MLRun		<1%
88	Multi Model Server		<1%
89	Ollama		<1%
90	DVC		<1%
91	XGBoost		<1%
92	Label Studio		<1%
93	Palletsprojects		<1%
94	Confident AI		<1%
95	Groq		<1%
96	Aporia		<1%
97	Scikit-learn		<1%
98	H2O.ai		<1%
99	OpenTelemetry		<1%
100	Azure AI Foundry		<1%