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Together Dedicated Model Inference

Infrastructure service

by Together AI

Dedicated single-tenant GPU endpoints for open-weight or custom models pulled from Hugging Face or S3, with autoscaling, canary and rolling rollouts and multi-region failover, billed per GPU-hour.

Find alternatives to Together Dedicated Model Inference

What it does

• Model inference
• Model hosting

Sources

Pricing

Official documentation · 18 Oct 2026

"Dedicated inference is billed per GPU-hour based on the GPU type and number of replicas you provision."

Description

Official documentation · 18 Oct 2026

"Bring any open-weight model, deploy it to a dedicated endpoint in minutes, and run it in production with full control and optimized performance."

What it does

Official documentation · 18 Oct 2026

"Deploy models on dedicated inference endpoints engineered for speed, control, and best-in-class unit economics".

Sold within

Pricing page · 18 Oct 2026

The pricing page has its own Dedicated Inference section ("Deploy models on custom hardware with guaranteed performance and full control."); no parent product is named.

Name

Official documentation · 18 Oct 2026

Page title "Dedicated Model Inference"; heading "Why Dedicated Inference with Together AI?"

URL

Official documentation · 18 Oct 2026

The product's own page, "Dedicated Model Inference | Together AI", linked from the Inference menu as "Inference on custom hardware".

Deployment

Official documentation · 18 Oct 2026

"Production-ready endpoints, no deep infra expertise"; Together-managed GPU infrastructure.

Interfaces

Official documentation · 18 Oct 2026

"Deploy custom models directly from Hugging Face or S3 onto dedicated endpoints via the UI or CLI."

Intended for

Official documentation · 18 Oct 2026

"Designed for production workloads that need consistent performance and operational control."

Also from Together AI

• Together GPU Clusters Infrastructure service

  Reserved NVIDIA GPU clusters for training and large-scale inference.

• Together Inference Model API

  Hosted API serving open-weight text, image and audio models, billed per token.

• Together Fine-Tuning API service

  A managed service for fine-tuning open-source models on a customer's own data and serving the result on Together's infrastructure.

• Together Batch Inference API service

  Asynchronous bulk inference for workloads that do not need a real-time response, priced below Together's serverless rate.

• Together Custom Training Developer tool

  Custom model training service covering supervised fine-tuning and direct preference optimization, billed per token.

• Together Dedicated Container Inference Infrastructure service

  Dedicated, reserved GPU containers for model inference with guaranteed performance, billed per GPU-hour.

• Together Provisioned Throughput API service

  Reserved inference capacity for open models, bought in Provisioned Throughput Units that each hold a fixed tokens-per-minute rate, with a 99% uptime SLA and overflow routed to Together's serverless fleet at list price.

• Together Frontier AI Factory Infrastructure service

  Private GPU cloud built to order for frontier-scale training, fine-tuning and inference, from 1,000 to 100,000+ NVIDIA GPUs with managed Kubernetes or Slurm and direct access to Together's research team.

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