AI MIDDLEWARE MaaS + COMPUTE SCHEDULING INFRASTRUCTURE · THE CHINA EDITION OF FIREWORKS
From inference
to intelligence.
TokensChain is more than an API aggregator — we're an AI middleware MaaS + compute-scheduling infrastructure layer. By intelligently routing, caching and batching across Alibaba, Tencent, Huawei and more, we deliver China's GPU compute through one OpenAI-compatible, deeply compliant API that's 20–40% cheaper than going direct.
AI middleware MaaS + compute scheduling infrastructure: aggregating GPUs and open-model ecosystems from China's top clouds for global enterprises
Certified member, World AI OrganizationFull-scenario product matrix
End-to-end support for the entire AI application lifecycle
Built on an AI middleware MaaS + compute-scheduling infrastructure foundation, integrate AI end-to-end — from model APIs and fine-tuning to dedicated deployment and agent orchestration.
Plug-and-play LLM APIs
Language, speech, image and video models behind one OpenAI-compatible, pay-per-token API.
Customizable model fine-tuning
LoRA / QLoRA, RLHF and quantization-aware training on your private data — fully in-country.
Enterprise dedicated deployment
BYOC, dedicated VPC or on-prem — built for finance, government and regulated industries.
Agent orchestration & scheduling
Multi-step reasoning, tool calls and long-running task scheduling — compatible with major agent frameworks.
TOKENSCHAIN AI CLOUD
What can you build on TokensChain
From experimentation to production, a China-cloud inference platform built on AI middleware MaaS + compute-scheduling infrastructure, optimized for speed, quality and cost.
Code Assistance
IDE copilots, code generation, debugging agents. Low-latency streaming with long-context windows for repo-level understanding.
Conversational AI
Customer support bots, internal helpdesks, multilingual chat. >30% semantic cache hit rate for millisecond responses.
Agentic Systems
Multi-step reasoning, planning and execution pipelines. OpenAI-compatible function calling with native tool orchestration.
Search
Enterprise assistants, summarization, semantic search, personalized recommendations. Embeddings and re-ranking — fully in-country.
Multimedia
Text, vision and speech in real-time workflows. One unified API across image generation, speech-to-text and vision models.
Enterprise RAG
Secure, scalable retrieval over knowledge bases and documents. Self-hosted option keeps data inside your network.
Model library
Run China's hottest open models with a single line of code
View all modelsModel lifecycle management
Complete AI model lifecycle management
From a single line of code to production
Swap base_url and api_key to migrate any OpenAI client. Serverless inference with no cold starts; seamlessly graduate to on-demand GPU endpoints that scale with you.
Fine-tune any open model on your private data
LoRA / QLoRA, reinforcement learning and quantization-aware training — all in-country. Ship tuned models to the same serverless endpoint with one click.
Scale across clouds, regions and compliance zones
Smart routing balances live traffic across Alibaba / Tencent / Huawei / Volcano, with 5-second failover. Multi-AZ, 99.9% SLA, with dedicated VPC and on-prem options.
Industry scenarios
Reliable AI middleware infrastructure for critical industries
Finance, healthcare, education — three high-compliance, high-sensitivity industries that need inference platforms balancing performance, security and compliance.
Real-time risk & intelligent research
- · Millisecond anti-fraud & compliance screening
- · Multimodal financial report analysis & auto-generated research
- · On-prem deployment for MLPS & data sovereignty
Clinical assistance & medical knowledge engine
- · EMR structuring & intelligent triage
- · Medical literature search & evidence-based recommendations
- · Supports domestic & secure-controllable environments
Personalized learning & AI teaching research
- · Adaptive learning paths & automated grading
- · Multilingual real-time tutoring & spoken assessment
- · Student data privacy & content safety filtering
Reserved GPU
Reserve compute to keep mission-critical workloads stable
Dedicated GPU capacity for high-volume, latency-sensitive, compliance-bound workloads. Predictable performance, better unit economics and enterprise SLA — no queueing, no noisy neighbors.
Predictable performance
Dedicated H100 / H800 / A100 pools — P99 latency and throughput are contractual.
Better unit economics
Monthly and annual commitments cut high-volume per-token cost by another 30–50%.
Enterprise SLA
99.95% uptime, 5-second failover, dedicated TAM and on-call response.
Compliance & data sovereignty
Pin to specific zones or clouds to satisfy MLPS, secure-and-controllable and finance regulations.
FAQ
More about Reserved GPU
Why TokensChain
Startup velocity. Production reliability.
Day-0 access. Lowest cost. Fastest path to production.
- · Day-0 support for every new Chinese open model
- · Highest quality and performance, lowest cost
- · Complete developer surface no matter where you are on the journey
China-compliant. Enterprise SLA. Self-hosted available.
- · MLPS 2.0, CAC filings, two-way content moderation
- · Bring your own cloud, or run on ours
- · Zero data retention, complete data sovereignty
Built for developers
Speed, accuracy, reliability and fair pricing — no trade-offs
We care about every second and every cent of the developer experience. TokensChain raises the ceiling on all six dimensions at once.
Speed
Blazing-fast inference for language and multimodal models — first-token latency in the milliseconds.
Flexibility
Serverless, dedicated or BYOC — run models the way that fits your team.
Efficiency
Higher throughput, lower latency and better pricing. Semantic cache hits >30%.
Privacy
Zero data retention, ever. Your models and data always stay yours.
Control
Fine-tune, deploy and scale your way — no infra hassle, no vendor lock-in.
Simplicity
One API for every model. Fully OpenAI-compatible and ready for major agent frameworks.
Customers & partners
What our design partners are saying
Moving our Chinese-language inference traffic onto TokensChain cut our per-token cost by 38% and let us stop wiring up every cloud's moderation API ourselves.
For an AI-native team like ours, day-0 model availability plus OpenAI compatibility is everything. New open models go live on TokensChain the day they ship — migration is essentially free.
Our financial-services customers care most about data residency and invoicing. TokensChain's on-prem option and VAT invoicing got us through procurement in under a month.
Case study
A global AI app migrated to TokensChain: 3× inference throughput, 40% lower cost
A global productivity app moved its Chinese long-context traffic to TokensChain. With semantic cache, dynamic batching and multi-cloud routing, per-GPU throughput tripled, per-token cost dropped 40%, and they cleared every in-country compliance filing through us.
Read the case studyWhat's new
Latest from the platform
DeepSeek-V4-Pro Turbo is live: 1M context, blazing throughput
First-token latency cut by 42%, concurrent throughput doubled — still ¥2 / ¥6 per 1M tokens on-demand.
AI Gateway GA: unified routing, rate limits and cost controls
One endpoint, 30+ models. Per-team budgets and rate limits, with 5-second multi-cloud failover built in.
Building enterprise RAG on TokensChain: zero-to-production playbook
End-to-end ingestion, embeddings, re-ranking and generation. Self-hosted option keeps every byte inside your network.
FAQ
What developers ask us most
Don't see your question here? Reach out to our solutions team anytime.
Start building today
Wire China's compute into your app — in one line.
Sign up for 1M free tokens and integrate in 5 minutes. OpenAI-compatible — drop-in, ready to run.