โ€” Developer Tool

Together AI

Last updated June 20, 2026 ยท Reviewed by ToolForge Editorial

The open-source LLM inference cloud. Cheapest production API for Llama, Mistral, Qwen, and 200+ open models. $5 free credit to start.

โ˜… 4.7/5 ยท 200K+ developers ยท Since 2022 ยท $5 free credit
$0.20/M tokens Llama 3.3 70B
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The cheapest way to run open-source LLMs in production

Together AI runs a custom GPU cluster optimized for inference. They've built their own attention algorithms (the "Together Decoding" stack) that beat vLLM and TensorRT-LLM on throughput. For developers building products on open-source models (Llama, Mistral, Qwen, DeepSeek), Together is 3-10x cheaper than OpenAI for equivalent quality on many tasks. $5 free credit on signup is enough to ship an MVP.

Who it's for: AI engineers, indie hackers building on Llama/Mistral, startups that need production-grade LLM API without paying OpenAI rates, fine-tuners needing GPU training.

Key features

๐Ÿ’ฐ Aggressive pricing

Llama 3.3 70B at $0.88/M tokens. DeepSeek V3 at $0.45/M. Mixtral 8x7B at $0.30/M. Compare to OpenAI's GPT-4o at $2.50/M input. The savings at scale are massive.

โšก Fast inference

Together's custom inference stack is 2-3x faster than self-hosted vLLM on the same GPUs. Median latency ~150ms for 70B models. Beats most competitors on tokens/sec/$ benchmark.

๐Ÿ”“ 200+ open models

Llama, Mistral, Qwen, DeepSeek, Gemma, Phi, Command-R, Yi, every major open-source model the day it releases. Drop-in API replacements โ€” same OpenAI-compatible endpoint.

๐ŸŽ“ Fine-tuning

LoRA and full fine-tuning on Llama, Mistral, Qwen. Bring your own dataset (JSONL), get a custom model in 1-3 hours. Hosted on Together's GPUs โ€” no A100/H100 rental needed.

The honest take

โœ“ What works

  • Cheapest production API for open-source LLMs (3-10x cheaper than OpenAI)
  • OpenAI-compatible endpoint โ€” drop-in replacement
  • 200+ models, all the popular open-source releases
  • Fast inference with proprietary optimizations
  • Fine-tuning included (no separate GPU bill)

โœ— What doesn't

  • No proprietary frontier models (GPT-4, Claude, Gemini)
  • Rate limits lower than OpenAI/Anthropic at similar price points
  • Fine-tuning queue can back up during peak hours
  • Some models lag behind official releases by 24-48 hours

Verdict

If you're building on open-source LLMs in production, Together AI is the default choice in 2026. The pricing is unbeatable for what you get, and the OpenAI-compatible API means migrating takes 5 minutes. For proprietary frontier models (Claude, GPT-4), you'll still need OpenAI/Anthropic. For everything else, Together saves real money.

๐Ÿ’ก Transparency: This review contains affiliate links. If you sign up through our link, we may earn a commission at no cost to you. We only recommend tools we use ourselves. Full disclosure.

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$5 free credit ยท OpenAI-compatible API ยท 200+ models

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