Taotok Blog

AI API Gateway insights, deployment guides, and technical deep dives.

Deployment & Architecture5 articles

• From GPU Rental to Token Factory: Business Model & Scheduling PracticeAsset-heavy vs asset-light models, gateway scheduling in Golang, and the shift from hardware leasing to token production.
• How to Choose the Right AI Model Deployment ModeCloud, on-premises, or hybrid — find the best fit for your business.
• Hybrid Local + Cloud AI: The Mainstream TrendWhy major internet giants are rolling out on-premises AI large models.
• Local LLM Deployment GuideStep-by-step setup, pitfalls, and maintenance for local AI models.
• LLM API Gateway Architecture Deep DiveStandardized OpenAI-compatible multi-LLM gateway design.

Gateway & API Proxy4 articles

• Why AI Gateway MattersSave 40% on API costs with a unified AI gateway.
• OpenRouter vs Portkey vs LiteLLMWhich LLM gateway should your team choose?
• One Gateway for GPT / Claude / GeminiEliminate multi-model ops burden with taotok.io.
• Unified LLM GatewayOpenAI-compatible multi-model proxy with Asia low-latency nodes.

Token & Billing4 articles

• The Computational Economics Behind LLM TokensHow data centers became token factories — the full-stack cost mechanism from GPU to algorithm.
• Full-Link Token Technical AnalysisHow unified gateways solve multi-model token metering & rate limiting.
• Common LLM Token Proxy IssuesThe simplest stable solution for token proxy problems.
• 5 Token Proxy Pain Points & SolutionsHow Taotok solves critical technical pain points.

Enterprise2 articles

• Enterprise Multi-Model DistributionLow-latency Hong Kong API proxy for enterprise needs.
• Token Distribution & Billing ArchitectureBuild your own AI distribution platform via Taotok.