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Model Serving
Solution for serving models via production-grade APIs with access management and monitoring; listed as a core platform capability.
What is Model Serving?
Solution for serving models via production-grade APIs with access management and monitoring; listed as a core platform capability.
Product typeModel Hosting & Inference
Pricing ·
Deployment
APINot available
What teams use Model Serving for
Deploy and govern LLM applications in customer VPC
Orchestrate agentic workflows declaratively
Serve models as production-grade APIs
Multi-cloud deployment of LLM workloads
Integrations and access
Platforms, integrations, and language support vary by plan and region. Confirm final requirements with the vendor.
Platforms
IntegrationsAPI and webhooks
Languages
Support
What reviewers say
Community reviewsReviews are owned and editable by their authors.
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Enterprise readiness
Compliance claims are normalized from current vendor documentation and independently reviewed by SOTA2.
SOC 2
ISO/IEC 27001
Dual validation — tokens at the proxy, secrets at the service, aligned with enterprise secret managers
Audit trails and version control for every workflow and access request
Data never leaves customer environment; control and compute planes run entirely in customer VPC
Fine-grained roles and permissions at organization, workspace, and project levels
Policy-driven authorization enforcement via OpenFGA
Centralized authentication with SSO support via Keycloak
Data retention:
Benchmarks and comparisons
Independent benchmarksStructured task results are being verified.
Side-by-side comparisonsComparison workspaces will be available in a later release.
