# Cloud Platform Inference — Managed LLM & AI Inference Endpoints

**Last updated: 2026-05-03**

Atlantic.Net Cloud Platform Inference delivers **managed inference endpoints** for production LLM, generative AI, and machine learning workloads. Deploy popular open-source models, serve fine-tuned variants, and integrate AI directly into your applications without managing GPU clusters yourself.

## Key Features
- Managed inference endpoints with predictable per-token or per-hour pricing
- Support for popular open-source models (Llama family, Mistral, Qwen, DeepSeek, and more)
- Bring-your-own fine-tuned model support
- Streaming, batch, and function-calling inference modes
- OpenAI-compatible API surface for easy migration
- Auto-scaling endpoints with regional and dedicated tier options
- Private networking and VPC integration

## Use Cases
- Production LLM serving for SaaS, chatbots, and AI agents
- Retrieval-augmented generation (RAG) backends
- Embedding generation for vector search
- Image generation, classification, and computer vision
- Function calling and tool-use workflows for agentic AI
- AI-driven content generation and summarization

## Compliance & Security
- HIPAA-ready inference for healthcare AI workloads
- PCI DSS-aligned environments for fintech AI
- SSAE 18 SOC 2 & SOC 3 certified data centers
- Encrypted networking and request-level audit logging
- Private VLANs and dedicated tenancy options

## Why Atlantic.Net for Inference
- US-based GPU infrastructure with 30+ years of hosting experience
- Predictable bare metal-backed pricing vs. unpredictable hyperscaler bills
- Compliance-experienced engineering team for healthcare and fintech AI
- Seamless escalation path from cloud inference to dedicated GPU bare metal as workloads grow
- US-based 24/7 engineering support

## Learn More
[Visit Cloud Platform Inference](https://www.atlantic.net/cloud-platform/inference-cloud/)

Related: [Cloud Platform](https://www.atlantic.net/cloud-platform/) · [GPU Cloud Hosting](https://www.atlantic.net/gpu-server-hosting/gpu-cloud-hosting/) · [GPU Dedicated Hosting](https://www.atlantic.net/gpu-server-hosting/gpu-dedicated-hosting/) · [Top LLM Development Tools 2026](https://www.atlantic.net/gpu-server-hosting/top-llm-development-tools-2026/)
