Model Serving
Providers using this tag (14)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Strong 1 Solid coverage with minor gaps
Developing 4 Usable, with meaningful gaps to close
Thin 6 Limited public surface area
Emerging 1 Early or largely undocumented
APIs with this tag (11)
Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →
Strong 2 Solid coverage with minor gaps
Developing 6 Usable, with meaningful gaps to close
TrueFoundry Model Serving APITrueFoundry's Model Serving capability enables deployment and management of LLM and embedding models using ...BentoML Service REST APIAuto-generated REST API endpoints produced when BentoML services are deployed. Each decorated service metho...BentoML REST APIBentoML is an open-source unified inference platform for deploying and scaling AI models. It auto-generates...NVIDIA Triton Inference Server HTTP APINVIDIA Triton Inference Server is an open-source inference serving software that implements the KServe Open...Ray Serve REST APIRay Serve is a scalable model serving library built on Ray, designed for building online inference APIs. Su...vLLM OpenAI-Compatible APIvLLM is a high-throughput and memory-efficient inference engine for LLMs, implementing PagedAttention for e...
Thin 3 Limited public surface area
Seldon Inference APIThe Seldon Inference API provides REST and gRPC endpoints for serving machine learning model predictions at...KServe Inference APIKServe's standardized model inference protocol for serving predictions across multiple ML frameworks on Kub...Ray Serve HTTP APIHTTP interface for invoking models and applications deployed via Ray Serve. Each deployed application is ex...
Companies reaching this through an API (2)
These companies publish an API, specification or operation carrying “Model Serving” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.
Score breakdown
Frequency
37.6
log-scaled weighted occurrences
Breadth
0.4
spread across providers
Quality lift
38.1
mean composite of providers using it
Cohesion
7.2
strength of nearest seed neighbor
Where this tag sits
Related tags
MLOps 7 co-occurrences
Inference 10 co-occurrences
Models 8 co-occurrences
Deployment 5 co-occurrences
Kubernetes 6 co-occurrences
Machine-Learning 16 co-occurrences
Health 6 co-occurrences
Open-Source 7 co-occurrences
Where this tag comes from
Provider tag14
Api tag11
Work with this as data
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