Azure OpenAI Service
GraduatedEnterprise GPT models with Azure compliance, RBAC, and private networking
The enterprise standard for deploying OpenAI models. VNet integration, managed identity, content filtering, and regional deployment. Best for regulated industries needing SOC 2, HIPAA, and GDPR.
AWS Bedrock
GraduatedMulti-model serverless AI service with Claude, Llama, and more
Best multi-model platform — access Claude, Llama, Mistral, and Titan from one API. Serverless with no infrastructure to manage. Knowledge bases and agents built in.
Google Vertex AI
GraduatedGCP's unified AI platform with Gemini, tuning, and evaluation
Full-stack AI platform with native Gemini access, Model Garden for 100+ models, and built-in evaluation. Best for GCP shops and teams using BigQuery for data. Strong MLOps tooling.
Together AI
IncubatingFastest open-source model inference with fine-tuning support
Best platform for running open-source models at scale. Competitive pricing, fast inference, and one-click fine-tuning. Strong Llama, Mistral, and FLUX support. Developer-friendly API.
Groq
IncubatingUltra-fast LPU inference — 10× faster than GPU-based alternatives
Fastest AI inference available — custom LPU hardware delivers tokens at unprecedented speed. Great for latency-sensitive applications. Limited model selection but growing.
Fireworks AI
IncubatingFast model serving with function calling and compound AI systems
Excellent for compound AI systems — fast function calling, grammar-constrained generation, and JSON mode. FireAttention delivers top-tier speed. Good for agentic applications.
Replicate
IncubatingRun any ML model via API with one-click deployment
Easiest way to run open-source models. Huge model library, pay-per-second billing, and Cog packaging for custom models. Great for prototyping and small-to-medium production workloads.
HF Inference Endpoints
IncubatingDeploy any Hugging Face model to dedicated infrastructure
Seamless deployment of any HF Hub model to dedicated GPU instances. Auto-scaling, custom containers, and VPC support. Best for teams already in the Hugging Face ecosystem.
Anyscale
IncubatingRay-based platform for scalable AI workloads and serving
Best for teams already using Ray. Managed Ray clusters for training, fine-tuning, and serving. Supports any model. Good for complex pipelines needing distributed computing.
Lambda Cloud
SandboxGPU cloud built for AI — H100 and A100 clusters on demand
Competitive GPU pricing with AI-focused networking and storage. Good for training runs and self-hosted inference. Less managed services than hyperscalers but lower cost per GPU-hour.