Serverless Inference for GPU & Sovereign Cloud Providers

Deliver Generative AI (GenAI) models as a service in a scalable, secure, and cost-effective way–and unlock high margins–with Rafay’s turnkey Serverless Inference offering.

Available to Rafay customers and partners as part of the Rafay Platform, Serverless Inference empowers NVIDIA Cloud Partners (NCPs) and GPU Cloud Providers (GPU Clouds) to offer high-performing, Generative AI models as a service, complete with token-based and time-based tracking, via a unified, OpenAI-compatible API. With Serverless Inference, developers can sign up with regional NCPs and GPU Clouds to consume models as a service, allowing them to focus on building AI-powered apps without worrying about managing infrastructure complexities.

Serverless Inference is available AT NOT ADDITIONAL COST to Rafay customers and partners.

Key Capabilities of Serverless Inference

Rafay’s Serverless Inference offering brings on-demand consumption of GenAI models to developers, with scalability, security, token- or time-based billing, and zero infrastructure overhead.

Plug-and-Play LLM Integration

Instantly deliver popular open-source LLMs (e.g., Llama 3.2, Qwen, DeepSeek) using OpenAI-compatible APIs to your customer base—no code changes required.

Serverless Access

Deliver a hassle-free, serverless experience to your customers looking for the latest and greatest GenAI models.

Token-Based Pricing & Visibility

Flexible usage-based billing with complete cost transparency and historical usage insights.

Secure & Auditable API Endpoints

HTTPS-only endpoints with bearer token authentication, full IP-level audit logs, and token lifecycle controls.

Why DIY when you can FLY with Rafay's Serverless Inference offering?

Pre-optimized inference templates

Intelligent auto-scaling of GPU resources

Enterprise-grade security and token authentication

Built-in observability, cost tracking, audit logs

Additional Resources

Introducing Rafay Serverless Inference - Scalable and SLA-Backed Inference for the Enterprise
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Rafay Launches Serverless Inference Support for GPU Cloud Providers

Press Release
Evaluating how the Rafay Platform delivers a GPU Cloud for enterprises and service providers.
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Register for complimentary on-demand training and certification programs.

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Rafay is making it easy for NVIDIA Cloud Partners and GPU Cloud Providers to deliver scalable, secure, and cost-effective access to the latest foundation models. Developers and enterprises can now integrate AI into their applications in minutes—not months—without the burden of managing complex AI infrastructure.

Haseeb Budhani, CEO and co-founder

Rafay
Download the White Paper
How Rafay Powers GPU Clouds

Blogs from the Kubernetes Current

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Introducing Serverless Inference: Team Rafay’s Latest Innovation

May 8, 2025 / by Amitabh Dey

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What Is Platform as a Service (PaaS)?

May 8, 2025 / by Angela Shugarts

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What is a GPU PaaS?

May 8, 2025 / by

GPU Platform as a Service (GPU PaaS) is a cloud-native model that gives developers and data scientists secure, on-demand access to GPU resources for running AI, GenAI, and ML workloads.Rafay’s GPU PaaS™ stack… Read More