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Systems Operational · v2.4
Together AI

Together AI

AI infrastructure platform for model APIs, inference, fine-tuning, and GPUs.

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At a Glance
Website
together.ai
Category
Developer Tools
Ideal For
Developer, Founder
Platforms
Web, API
Added
February 10, 2026
Pricing
Freemium
Last Verified
September 2, 2026
Together AI screenshot

What is Together AI?

TL;DR

Together AI is an AI infrastructure platform for running, fine-tuning, evaluating, and deploying open and proprietary models through APIs, serverless inference, dedicated compute, and developer tools.

  • Serverless inference across many text and media models
  • Dedicated endpoints, provisioned throughput, and GPU clusters
  • Fine-tuning, embeddings, reranking, code sessions, and storage

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About

Together AI is a developer platform for running open-source and commercial AI models through APIs, serverless inference, dedicated endpoints, GPU clusters, fine-tuning, code execution, storage, and production infrastructure. It gives teams access to many model families without operating the full serving stack themselves. The product is useful for developers, AI startups, and engineering teams building applications on open models. Together AI supports text, image, audio, video, embeddings, reranking, dedicated inference, provisioned throughput, fine-tuning, GPU clusters, code interpreter sessions, and file-system storage. Together AI pricing is usage-based rather than a simple subscription. Costs vary by model, input tokens, output tokens, media generation, GPU hour, storage, code sessions, fine-tuning, and reserved capacity. That makes it powerful for production builders, but cost monitoring is essential. For FutureStack, Together AI belongs in Developer Tools because it is infrastructure for AI products. It is best for teams that need model APIs, open-model inference, dedicated endpoints, fine-tuning, GPU capacity, and scalable AI deployment options.

Use Cases

Model Inference

Run supported AI models through APIs and hosted infrastructure for applications and production workloads.

Model Fine-tuning

Customize supported open models for domain-specific behavior and application requirements.

AI Application Hosting

Use serverless or dedicated compute options to deploy model-powered applications and services.

Model Evaluation

Test and compare models and configurations before choosing an approach for production AI systems.

Key Features

  • Serverless inference across many text and media models
  • Dedicated endpoints, provisioned throughput, and GPU clusters
  • Fine-tuning, embeddings, reranking, code sessions, and storage
  • Usage-based pricing across tokens, GPUs, media, and infrastructure

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beehiiv
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Pricing summary

Together AI uses usage-based pricing. Serverless models are priced per token or media output, GPU clusters are priced per GPU hour, and fine-tuning, storage, code sessions, and dedicated capacity have separate rates.

Pricing & Plans

Popular

Serverless Inference

Pay per model usage across text, image, audio, and video APIs.

Custom
  • Per-token pricing
  • Media model pricing
  • Embeddings and reranking
  • Pay as you go

Dedicated Inference

Reserve custom hardware for predictable serving performance.

Custom
  • GPU hourly rates
  • Guaranteed performance
  • Autoscaling options
  • Custom models

GPU / Fine-Tuning

Train, tune, and run models with GPU and fine-tuning infrastructure.

Custom
  • GPU clusters
  • Fine-tuning
  • Code sessions
  • Storage pricing

Other pricing notes

  • Rates vary by model, modality, GPU, storage, and deployment type.
  • Teams should estimate usage before choosing between serverless, dedicated, and reserved capacity.
Pricing last checked: July 2026Official pricing

Pros & Cons

Pros

  • Strong fit for production AI infrastructure teams
  • Broad model coverage across text, image, audio, and video
  • Supports both serverless and dedicated deployment paths
  • Fine-tuning and GPU options make it flexible
  • Transparent per-unit pricing for many services

Cons

  • Usage-based pricing can become complex quickly
  • Costs vary heavily by model and workload pattern
  • Not a beginner-friendly no-code AI app
  • Dedicated capacity requires capacity planning
  • Teams need monitoring for tokens, GPUs, and storage

The Best Together AI Alternatives

The best Together AI alternatives are Replicate, Hugging Face, and OpenAI API.

Replicate

Replicate

Paid

Developer Tools

Choose Replicate if...

  • ✓you want simple API for AI models
  • ✓you want image, video, and ML features
  • ✓you prefer avoids direct GPU management
See details ↓
Hugging Face

Hugging Face

Freemium

Developer Tools

Choose Hugging Face if...

  • ✓you want huge open model ecosystem
  • ✓you need excellent model and dataset discovery
  • ✓you prefer strong developer community
See details ↓
OpenAI API

OpenAI API

Paid

Developer Tools

Choose OpenAI API if...

  • ✓you want broad multimodal model ecosystem
  • ✓you need strong developer documentation and SDKs
  • ✓you prefer large production ecosystem
See details ↓

Frequently Asked Questions

Reviews

Honest feedback from the FutureStack community.

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0 ratings

No reviews yet. Be the first to share your experience.

Featured Tools

Wispr Flow logo
Wispr Flow
Voice-First Dictation
Chatbase logo
Chatbase
Custom AI Chatbots
beehiiv logo
beehiiv
Newsletter Platform

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Trending Tools on FutureStack

Discover the most popular and hand-picked AI tools across FutureStack

CommandCode
CommandCode

CommandCode

Paid

Coding

Choose CommandCode if...

  • ✓you prefer developers who prefer terminal workflows
  • ✓you need learns repeated coding preferences over time
  • ✓you prefer supports skills, memory, MCP, plugins, and commands
See details ↓
SambaNova Cloud
SambaNova Cloud

SambaNova Cloud

Freemium

Developer Tools

Choose SambaNova Cloud if...

  • ✓you want strong open-model selection
  • ✓you need usage-based pricing by model and token
  • ✓you prefer designed for production inference workloads
See details ↓
Google Flow
Google Flow

Google Flow

Freemium

Video Generation

Choose Google Flow if...

  • ✓you want strong filmmaking-oriented workflow
  • ✓you need uses multiple Google generative models
  • ✓you prefer supports reference-driven consistency
See details ↓
Amp
Amp

Amp

Paid

Coding

Choose Amp if...

  • ✓you want strong for complex multi-step engineering work
  • ✓you need remote agents can continue without your laptop
  • ✓you prefer specialist agents enable parallel workflows
See details ↓
IBM Bob
IBM Bob

IBM Bob

Paid

Coding

Choose IBM Bob if...

  • ✓you prefer enterprise software development
  • ✓you need supports agents and parallel development work
  • ✓you prefer works across IDE, CLI, and CI/CD workflows
See details ↓
Humanloop
Humanloop

Humanloop

Free Trial

Developer Tools

Choose Humanloop if...

  • ✓you want combines prompt management, evals, and observability
  • ✓you need supports both UI-first and code-first workflows
  • ✓you prefer human and automated evaluation options
See details ↓
LiteAi.me
LiteAi.me

LiteAi.me

Freemium

Developer Tools

Choose LiteAi.me if...

  • ✓you want very low setup barrier for beginners
  • ✓you value students and classroom projects
  • ✓you prefer combines web publishing and Android packaging
See details ↓
Scribe
Scribe

Scribe

Freemium

Productivity

Choose Scribe if...

  • ✓you want turns real workflows into documentation much faster than writing guides manually
  • ✓you prefer SOPs, onboarding, training, customer education, and client handoffs
  • ✓you prefer supports web, desktop, and mobile process capture on paid plans
See details ↓
Cursor
Cursor

Cursor

Freemium

Coding

Choose Cursor if...

  • ✓you want combines editing, chat, autocomplete, and agents
  • ✓you need strong project-context awareness
  • ✓you value founders shipping quickly
See details ↓
OpenWork
OpenWork

OpenWork

Freemium

Developer Tools

Choose OpenWork if...

  • ✓you want open source and local-first
  • ✓you need supports many model providers
  • ✓you prefer useful beyond coding and chat
See details ↓
Together AI

Together AI

Developer Tools

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