cli and products

Together AI

Together AI — US-based inference + training platform for open-source models. Serverless per-token, dedicated endpoints, fine-tuning, GPU clusters. Hosts Kimi K3, DeepSeek V4, GLM-5.x, MiniMax M3, Qwen, Llama.
by cache.directory updated Sep 10, 2026 CC-BY-4.0

## what it does

Overview

Together AI is a US-based inference and training platform (San Francisco) hosting open-source models — DeepSeek V4 Pro 0813 / Flash 0731, Kimi K3, GLM-5.3/5.3-Flash/5.2, MiniMax M3, Qwen3.8 2.4T A95B, GPT OSS 120B, Llama 3.3 70B, plus image / audio / video / embedding / moderation families. The Python SDK and the OpenAI-compatible REST API are both first-class.

Why Together AI?

  • US data residency. Use DeepSeek / Qwen / GLM weights without routing through China.
  • OpenAI-compatible REST at https://api.together.ai/v1 — drop-in for OpenAI clients.
  • Serverless for prototyping; dedicated endpoints for prod latency; GPU clusters with on-demand B200s for training and large batch jobs.

→ See DeepSeek Privacy Guide

Selected serverless prices (fetched 2026-09-10)

Source: together.ai/pricing. Per 1M tokens, USD.

ModelInputCached inputOutput
MiniMax M3$0.30$0.06$1.20
Kimi K3$3.00$0.30$15.00
DeepSeek V4 Flash 0731$0.14$0.03$0.28
DeepSeek V4 Pro 0813$1.32$0.13$3.96
Qwen3.8-2.4T-A95B$2.00$0.25$6.00
Qwen3.7-Plus$0.32—$1.28
Qwen3.7-Max$1.25$0.13$3.75
Qwen3.8 Flash$0.15—$0.47
Qwen3.6-Plus$0.50—$3.00
GLM-5.3$1.40$0.26$4.40
GLM-5.3-Flash$0.15$0.03$0.50
GLM-5.2$1.40$0.26$4.40
GPT OSS 120B$0.15—$0.60
Muse Glimmer 30B$0.35$0.04$1.50
Inkling$1.00$0.17$4.05
Llama 3.3 70B$1.04—$1.04
Gemma 4 31B$0.39—$0.97
Cogito v2.1 671B$1.25—$1.25
LFM2.5-8B-A1B (Liquid)$0.03—$0.12
Ternary Bonsai 27B$0.00—$0.00

Display prices are lowest resolution/duration settings. Multimodal prices (image, audio, video) follow the same page under their respective tabs.

Quick start

from together import Together

client = Together()

completion = client.chat.completions.create(
    model="moonshotai/Kimi-K3",
    messages=[{"role": "user", "content": "What are the top 3 things to do in New York?"}],
)
print(completion.choices[0].message.content)

cURL works the same way:

curl -X POST "https://api.together.ai/v1/chat/completions" \
     -H "Authorization: Bearer $TOGETHER_API_KEY" \
     -H "Content-Type: application/json" \
     -d '{"model":"moonshotai/Kimi-K3","messages":[{"role":"user","content":"Top 3 things to do in NY?"}]}'

Surfaces

SurfaceUse it for
Serverless InferencePay-per-token, no setup. Cheapest path.
Provisioned ThroughputReserved capacity at predictable cost.
Dedicated InferenceSingle-tenant GPUs for production isolation.
GPU ClustersOn-demand B200s with attached storage for training or large batch.
Fine-TuningLoRA / full-param SFT + DPO on launch models.
Sandbox / Managed Storage / BatchCode execution, persistent storage, async batch jobs.

Compliance

  • SOC 2 Type II certified
  • Data residency: US (San Francisco)
  • No data training: Your data is not used for model training
  • Data retention: Configurable, default 30 days

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