Tools · Category

model serving gateways, ranked by real usage_

As of 4 November 2026, Hugging Face leads model serving gateways with 1,207 companies naming it in job postings, ahead of vLLM at 811.

As of 4 November 2026 · refreshed daily · counts move as websites, DNS and career sites are re-read.

Leader
Hugging Face · 1,207
Runner-up
vLLM · 811
Most hiring, 90 days
Hugging Face
Highest postings per company
OpenRouter
Catalogue
T-1.0.1-prov
4,582companies across the category
26%of them on Hugging Face
12,867postings naming a model serving gateway in 90 days
22tools with enough evidence to rank
02 — Ranking

Every model serving gateway we can measure

Companies naming the tool, and postings naming it in the last 90 days. Bars are relative to the leader.

#ToolCompaniescompaniesPostings, 90 dayspostingsper company
1
Hugging FaceHugging Face
1,207
3,4002.8
2
vLLMvLLM Project
811
2,6313.2
3
TensorRTNVIDIA
540
1,1502.1
4
SGLangSGLang
248
8773.5
5
OllamaOllama
212
4091.9
6
208
7643.7
7
LiteLLMBerriAI
201
4312.1
8
ONNX RuntimeMicrosoft
195
4282.2
9
154
3532.3
10
148
3652.5
11
94
2582.7
12
KServeKServe
88
1932.2
13
Ray ServeAnyscale
68
981.4
14
TorchServePyTorch
67
921.4
15
63
2754.4
16
63
1492.4
17
GPTQGPTQ authors
47
1403.0
18
OpenRouterOpenRouter
46
59012.8
19
BentoMLBentoML
36
511.4
20
GGUFggml
35
320.9
21
ExecuTorchMeta
26
773.0
22
NVIDIA DynamoNVIDIA
25
1044.2
03 — Head to head

Compare two tools

Same data, two columns: who chooses which by size, industry and country.

Cite this

Quote the sentence with the date and the link. The numbers change daily; the link always shows the current ones.

Hugging Face leads model serving gateways with 1,207 companies naming it in job postings, ahead of vLLM at 811. (Breaknorm, 4 November 2026, https://breaknorm.co/tools/category/model-serving-gateways)
How we know

Read from the source, not self-reported

Every number on this page can be traced to a page we crawled or a posting we read. Full methodology →

  • CatalogueBreaknorm technology catalogue T-1.0.1-prov: 6,296 tools with vendor and category, editions folded into their parent.
  • CompaniesCompanies whose own postings name the tool as the team's system, any confidence. Candidate wish-lists excluded.
  • 90-day postingsOpen postings first seen or posted in the last 90 days that name the tool.
  • Not countedTools used by teams that do not post jobs, and companies without a career site we can read.
FAQ

model serving gateways: questions

How is this ranking made?

By the number of companies whose own job postings name the tool as the team's system, from the Breaknorm technology catalogue (version T-1.0.1-prov). No vendor paid for a position and no editor chose the order.

Why is this different from review-site rankings?

Review sites rank by reviews collected. This ranks by companies hiring people to work in the tool, which is closer to seats in use. It under-counts tools used by teams that rarely post jobs.

What about product editions?

Editions and sub-products () are counted under the parent so no company is counted twice.

Can I get the companies behind a number?

Yes: click a tool, see the first 20, and sign up for the full list with verified e-mails. Counting is free.

Companies and people

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