
Platform Positioning: AI “Conductor” for Developers, One-Click Scheduling of Global Large Models
TokenPony is an AI model aggregation platform under Xunmeng Technology, which is positioned as the “developer’s AI conductor”, connecting the world’s mainstream AI models through a unified API interface, so that users do not need to make cross-platform work, and can freely call and seamlessly switch between different models.
As a leading domestic AI model API aggregation service provider, its core mission is: to reduce the threshold of AI model use, so that the development of simpler and more efficient, especially suitable for individual developers, small and medium-sized enterprises and teams that need multi-model collaboration.
Second, the core function: unified scheduling + ultra-long context + cost-effective, to create AI development “highway”.
1. Seamless integration of multiple models, free switching with a single key.
- Full model access: Integrate DeepSeek, Kimi, Qwen, GLM, Tongyi Qianqian, and other global 30+ mainstream models, users can call freely under the same interface without cross-platform.
- Compatible with standard protocols: Provide OpenAI and Claude dual specification compatible APIs, existing projects can be migrated seamlessly without rewriting the code.
- Intelligent load balancing: Automatically allocates requests to ensure high availability, avoid overloading a single model, and improve response stability.
2. 1024K ultra-long context: the “super engine” of document processing.
- Industry-leading: supports up to 1024K token context length, more than 10 times higher than most platforms, and can process an entire book or large document at a time.
- Efficiency Revolution: Long text scenarios can be shaped in one go, saving 27% processing time compared to traditional RAG solutions (Split + Vector Recall), dramatically improving the efficiency of large document analysis.
- Wide range of applications: especially suitable for academic research, legal documents, technical documents, knowledge graph construction and other scenarios that require long text comprehension.
3. Enterprise-level stability and security
- Security: Supporting SM4 encryption, providing data isolation and fine-grained control of permissions, meeting the requirements of Level 3 of the Equalization Guarantee, ensuring the security of sensitive data.
- High-concurrency support: intelligent routing algorithms can easily cope with tens of thousands of requests per minute, ensuring business continuity.
- 7×24-hour monitoring: real-time health check and automatic fault switching to ensure service stability and reduce maintenance costs.
Price advantage: 6-8% off the original factory, the developer’s “money-saving tool”.
Pony Arithmetic provides competitive prices through direct cooperation with model manufacturers, removing intermediate links:
| Models | Official price (yuan/thousand tokens) | Pony Arithmetic Price (yuan/thousand tokens) | Discounts |
|---|---|---|---|
| DeepSeek Series | 0.021 | 0.015 | 71% |
| Kimi Series | 0.030 | 0.022 | 73% |
| Qwen Series | 0.025 | 0.018 | 72% Qwen Series |
| GLM Series | 0.028 | 0.020 | 71% |
| Tongyi Qianwen Series | 0.026 | 0.019 | 73% |
Data source: October 2025 official price comparison, actual prices may be adjusted with the market
Special Offer: During the “Warm Winter Special Camp” period from November 12-30, 2025, new users will receive millions of arithmetic gold upon registration, double cashback on recharge (equivalent to another 50% discount), and the call cost is as low as 35% of the original.
Fourth, the use of the process: three-step access, very fast to start
- Registration: visit tokenpony.cn, complete the account registration, get API Key
- Configure the interface:
# Use OpenAI compatible interface call example import openai openai.api_key = "your_api_key" openai.api_base = "https://api.tokenpony.cn/v1" response = openai.ChatCompletion.create( model="deepseek-3", messages=[{"role": "user", "content": "hello"}] ) - Freedom of invocation: switch between different models at any time without reconfiguration through a single interface
Special Note: The platform provides three alternative Base URLs (https://api.tokenpony.cn/v1, https://api2.tokenpony.cn/v1, https://api3.tokenpony.cn/v1) to ensure high availability and avoid single point of failure.
V. Application Scenarios: Industry-wide AI Empowerment, from Creativity to Landing
1. Content creation and media
- Intelligent writing: use DeepSeek and other models to batch generate press releases, marketing copy, and novel creation, increasing efficiency by 5 times and reducing costs by 60%.
- Multi-language Translation: Support 40+ languages, document translation can be completed at one time without segmentation.
- Content Audit: Combining GLM’s comprehension ability and DeepSeek’s analysis ability, it realizes automatic content compliance detection with an accuracy rate of 98%.
2. Enterprise Intelligent Office
- Document Processing: 1024K context supports direct parsing of large contracts and technical manuals, automatically extracting key information and generating summaries.
- Knowledge management: build enterprise knowledge base, realize intelligent Q&A, and increase employee training efficiency by 40%.
- Data Reporting: Convert unstructured data into analysis reports to provide data support for decision-making, saving 80% of manual processing time.
3. Developer productivity tools
- Programming assistance: support for code generation, debugging, optimization, with VS Code plug-ins, real-time code suggestions, development cycle shortened by 50%
- API Integration: A single interface connects all models to quickly build AI application prototypes, reducing the cost of validating ideas to “a cup of coffee money”.
- RAG System Enhancement: Ultra-long context + multi-model fusion for more accurate knowledge retrieval and more natural response.
4. Vertical Industry Solutions
- Healthcare: analysis of medical records, medical literature research, intelligent diagnosis, assisting doctors in decision-making and improving diagnostic accuracy.
- Legal documents: contract review, case analysis, legal opinion generation, significantly reducing the cost of legal services.
- Financial services: risk assessment, customer service, market analysis, and enhancement of financial institutions’ intelligence.
Comparison with similar platforms: obvious differentiation advantages
| Comparison dimension | Pony Arithmetic (TokenPony) | OpenRouter | Other Aggregation Platforms |
|---|---|---|---|
| Context Length | 1024K (industry leading) | 32K-64K | Typical 64K-256K |
| Number of Models | 30+ Mainstream Models | 50+ | Quantity varies, quality varies |
| Price advantage | Original 60%-80% off, recharge and enjoy another 50% off | On par with official, no extra discount | Discounts vary, mostly 20%-90% off |
| Domestic Adaptation | Perfectly supported, no need for scientific internet access | Partially supported, requires special network environment | Support varies |
| Technical Support | 7×24 hours Chinese customer service, technical team full guidance | English support mainly | Longer response time |
| Featured Functions | 1024K ultra-long context, intelligent load balancing, cost optimization | Model comparison, price comparison | Functionality is relatively single |
Data source: November 2025 platform actual test and official information collation
VII. Suggestions for Use: Efficient Access, Avoid Stepping on Potholes
1. Getting Started
- New users: first get the “winter camp” of millions of arithmetic gold, experience different models, and find the most suitable model for your needs.
- API access: Prioritize the use of OpenAI-compatible interfaces to minimize the cost of code migration and maximize development efficiency.
- Model selection: Kimi or Qwen series for short text scenarios (cost-effective); DeepSeek series for long document processing (1024K contexts).
2. Cost optimization techniques
- Grouping by project: Create separate API keys for different projects and set the amount to avoid overruns due to misuse.
- Batch Processing: Combine multiple short requests into long requests to reduce the number of API calls and lower the total cost.
- Monitoring and Alert: Set balance alert (20% threshold recommended) to avoid service interruption due to insufficient quota.
VIII. Summary: AI development of the “Swiss Army Knife”, so that the big model is within reach.
TokenPony has become the preferred platform for domestic developers and enterprises to access AI models in 2025 by virtue of the core advantage of “unified interface + ultra-long context + cost-effective + enterprise-class stability”. Whether you are an individual developer looking for low-cost validation of ideas, or an enterprise looking for AI infrastructure for digital transformation, TokenPony provides a one-stop solution that allows AI technology to truly empower business innovation.
Now is the best time to join, immediately visit tokenpony.cn to register, receive millions of arithmetic gold, experience 1024K ultra-long context and 60% discount to call the world’s top models of the smooth feeling, to start your new journey of AI development!
(Note: The information in this article is based on the latest official data in November 2025, the specific price and activities may be adjusted over time, it is recommended to visit the official website to get the latest details).
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