China's large language model ecosystem has exploded in 2025–2026. Dozens of world-class models are now available via API — most at a fraction of OpenAI's pricing, and many fully open-source. This guide covers every major player, their strengths, pricing, and how to access them all through a single unified endpoint.
The cost-performance ratio of Chinese LLMs is staggering. While GPT-4o charges $2.50 per million input tokens, comparable Chinese models charge $0.14–$0.50. That's not a small discount — it's a fundamental restructuring of what's economically viable for AI-powered applications.
This matters if you're:
Backed by: High-Flyer (quantitative hedge fund)
Key models: DeepSeek-V4 Flash ($0.14/M), DeepSeek-V4 Pro ($0.50/M), DeepSeek-R1 (reasoner)
DeepSeek is the cost-performance king. Built by a quantitative trading firm, their models excel at math, code, and logical reasoning. DeepSeek-V4 Flash is arguably the best value model in the world right now — near-GPT-4 quality at 97% less cost.
Strengths: Unbeatable price, strong coding & math, OpenAI-compatible API
Context window: 128K tokens
Best for: High-volume applications, coding assistants, cost-sensitive projects
Backed by: Alibaba Cloud
Key models: Qwen 2.5-72B ($0.15/M), Qwen 2.5-Coder ($0.20/M), Qwen-VL (vision)
Alibaba's Qwen family is the strongest choice for Chinese-language tasks. The open-source versions consistently top Chinese benchmarks. Qwen 2.5-72B rivals GPT-4o on CMMLU (Chinese benchmark) while costing 94% less.
Strengths: Best Chinese language quality, strong open-source ecosystem, multimodal variants
Context window: 128K tokens
Best for: Chinese content generation, translation, customer service, e-commerce
Backed by: Zhipu AI (Tsinghua University spin-off)
Key models: GLM-4 Flash (FREE), GLM-4 Plus ($0.30/M), GLM-4V (vision)
GLM-4 Flash is completely free for API access — one of the few genuinely free, production-quality LLM APIs available. It's backed by Tsinghua University's KEG Lab and performs surprisingly well for a free model.
Strengths: Free tier, strong academic foundation, good general-purpose performance
Context window: 128K tokens
Best for: Prototyping, budget projects, high-volume low-stakes tasks
Backed by: Moonshot AI
Key models: Kimi (standard), Kimi-128K ($0.20/M input, $0.80/M output)
Moonshot's Kimi pioneered ultra-long context windows in China. If you need to process entire books, codebases, or legal documents in a single call, Kimi is the go-to choice.
Strengths: 128K+ context, strong document comprehension, good at summarization
Context window: 128K–256K tokens
Best for: Document analysis, legal review, academic paper processing, RAG
Backed by: MiniMax
Key models: abab6.5 ($0.18/M), abab6.5s (speech), abab6.5-chat
MiniMax is known for its multimodal capabilities, especially speech synthesis and understanding. Their models handle text, audio, and vision tasks with competitive quality.
Strengths: Multimodal (text + voice + vision), creative writing, role-playing
Context window: 245K tokens
Best for: Voice applications, creative content, interactive NPCs
Backed by: StepFun (founded by former Microsoft VP)
Key models: Step-2 (flagship), Step-1.5V (multimodal)
StepFun's models are optimized for creative writing and complex instruction following. Founded by Yan Junhao (former Microsoft VP), the team brings strong engineering talent.
Strengths: Creative writing, nuanced instruction following, Chinese literature
Context window: 128K tokens
Best for: Content creation, marketing copy, storytelling
| Provider | Model | Input / 1M | Output / 1M | Context |
|---|---|---|---|---|
| DeepSeek | V4 Flash | $0.14 | $0.28 | 128K |
| DeepSeek | V4 Pro | $0.50 | $2.00 | 128K |
| Qwen | 2.5-72B | $0.15 | $0.60 | 128K |
| GLM | 4 Flash | FREE | FREE | 128K |
| GLM | 4 Plus | $0.30 | $1.20 | 128K |
| Kimi | 128K | $0.20 | $0.80 | 256K |
| MiniMax | abab6.5 | $0.18 | $0.70 | 245K |
| Step | Step-2 | $0.25 | $1.00 | 128K |
| OpenAI GPT-4o (reference) | $2.50 | $10.00 | 128K | |
Each provider has its own platform. You'll need to register, verify identity (some require Chinese phone numbers), top up credits separately, and manage multiple API keys. This is tedious and often impractical for international developers.
Services like AI Token aggregate all major Chinese LLMs behind a single OpenAI-compatible endpoint. One API key, one billing dashboard, one codebase — access to everything.
# Access all Chinese LLMs through AI Token
from openai import OpenAI
client = OpenAI(
base_url="http://47.237.87.92:3001/v1",
api_key="your-ai-token-key"
)
# DeepSeek V4 Flash — ultra-cheap general tasks
response = client.chat.completions.create(
model="deepseek-ai/DeepSeek-V4-Flash",
messages=[{"role": "user", "content": "Explain quantum entanglement simply."}]
)
# Qwen 2.5-72B — best for Chinese content
response = client.chat.completions.create(
model="qwen/Qwen2.5-72B-Instruct",
messages=[{"role": "user", "content": "帮我写一篇关于人工智能的文章"}]
)
# GLM-4 Flash — completely free!
response = client.chat.completions.create(
model="zhipu/glm-4-flash",
messages=[{"role": "user", "content": "Write a haiku about spring."}]
)
# Kimi 128K — for long document analysis
response = client.chat.completions.create(
model="moonshot/kimi-128k",
messages=[{"role": "user", "content": "Summarize this 50-page contract..."}]
)
# Works with any Chinese LLM — just change the model name
curl http://47.237.87.92:3001/v1/chat/completions \
-H "Authorization: Bearer your-ai-token-key" \
-H "Content-Type: application/json" \
-d '{
"model": "deepseek-ai/DeepSeek-V4-Flash",
"messages": [
{"role": "user", "content": "What are the advantages of Chinese LLMs?"}
],
"temperature": 0.7
}'
Beyond the major providers, China's LLM landscape includes dozens of specialized models:
All of these are accessible through the AI Token gateway — 38+ models, one key.
base_url to the AI Token endpointDeepSeek · Qwen · GLM · Kimi · MiniMax · Step · and 32+ more
Get Started — ¥99/mo → Try Free PlaygroundThe top choices are DeepSeek (best value/coding), Qwen by Alibaba (best for Chinese tasks), GLM by Zhipu AI (best free tier), Kimi by Moonshot (best long context), MiniMax (best multimodal), and Step by StepFun (best creative writing). The "best" depends on your specific use case — test multiple models using the free playground.
For most practical applications, yes. DeepSeek V4 Pro and Qwen 2.5-72B score within 2–5% of GPT-4o on English benchmarks and often outperform it on Chinese tasks, math, and coding. For frontier research-level reasoning, GPT-4o and Claude still hold a slight edge, but the gap is closing rapidly every quarter.
Yes. All major providers offer international API access. However, some providers require Chinese phone numbers for registration. Using a unified gateway like AI Token avoids this issue entirely — you register once and access all models regardless of your location.
If using individual providers, you need separate API keys and different base URLs for each. With AI Token, you simply change the model parameter in your API call — same endpoint, same key, 38+ models.
Chinese LLM providers comply with China's Personal Information Protection Law (PIPL). For most commercial use cases, this is comparable to GDPR compliance. If you have strict data residency requirements, consider self-hosting open-source models (Qwen, GLM, and DeepSeek all have open-source versions) or consult your compliance team.