Skip to main content
Image 1

We Only Do One Thing: Make Your AI Applications Faster Than the Competition

To ensure every user can smoothly access AI services, we tested dozens of acceleration service providers. To be honest, the results were less than satisfying—latency was erratic, and stability was hit or miss. An experience that we found unsatisfactory certainly won’t meet your expectations. So we made a decision: Forget it, we’ll do it ourselves. We built our own nodes, created our own monitoring, managed our own scheduling, and kept a close watch on every millisecond of latency. Fine-tuning optimization can only be achieved through hands-on effort.

Continuous Optimization, Let the Data Speak

After continuously iterating our scheduling algorithm, monitoring in real-time, and dynamically optimizing, here are the results we’ve delivered:
Image 2

Response Latency: Speed Improved by 75%

API calls have transitioned from “you can feel the wait” to “almost unnoticeable.” In streaming dialogue scenarios, the first character output is faster, and the user experience is significantly enhanced. Your users won’t know what we’ve done, but they will feel—this product is simply faster than others.

Connection Stability: Fluctuations Reduced by 60%

Latency used to be like a roller coaster, fast one moment and slow the next, leaving customer experience to chance. Now, the latency for each request is consistent, stability is real speed.

Service Availability: 99.99%, Approaching 100%

These aren’t just numbers written in the SLA; they are the actual figures we’ve achieved. Online 24/7, operational on holidays, stable at 3 AM just like at 3 PM.
Choose a reliable AI service provider to minimize timeout errors, reduce customer complaints, and cut down on late-night firefighting. Every millisecond we grind behind the scenes is to give you peace of mind and keep your customers satisfied.

What Exactly Did We Do?

Self-Built Global Edge Nodes

We don’t rely on a single line or bind ourselves to any cloud vendor. We have selected, tested, and deployed a dedicated set of acceleration nodes in multiple regions around the globe. Each machine undergoes rigorous latency testing, packet loss testing, and peak load testing before going live. Those that don’t meet our standards are eliminated. Our goal is to find the fastest route for every API call you make.

24/7 Real-Time Health Monitoring

We have developed a comprehensive end-to-end testing system, with probes distributed across various regions conducting health checks on each node every minute. Latency, pass rate, stability—these three dimensions are under continuous monitoring. We don’t check reports once an hour; we scan the entire network every 60 seconds. If any node experiences an anomaly, our system knows before your users do.

Intelligent Traffic Scheduling

Switching isn’t just reactive; it’s not based on human judgment after the fact. Our scheduling system analyzes testing data from four time windows every minute—1 minute, 5 minutes, 15 minutes, and 1 hour—calculating a health score for each node and automatically directing traffic to the currently optimal node. The entire process is fully automated, with zero human intervention, and the switch occurs in milliseconds. You won’t notice the switch because it happens before any issues arise.

Fully Automated Operations System

Node management, line optimization, configuration deployment, certificate updates, fault recovery—all automated. There are no gaps without human oversight, no “waiting for the engineer to come in” delays, and no “service pauses during holidays” announcements. If a problem arises at 3 AM, the system handles it automatically, and you wake up the next day without needing to know a thing.

This Is Our Attitude

  • If a line occasionally experiences jitter, we don’t adjust parameters to make do; we switch nodes directly.
  • Monitoring precision down to the millisecond, every optimization is backed by data; it’s not just “feeling faster,” it’s precisely 75% faster.
  • Every DNS scheduling has a complete log, and the status of every machine is available in real-time.
While others are creating usable products, we are creating products that give you peace of mind.
Image 3

You might just feel like “it seems to be much faster lately.” But behind this is our meticulous attention to every request, every millisecond, and every node. Developing AI applications is already challenging enough; you shouldn’t have to worry about the network. AIHubMix — Making your AI applications a step faster than the competition.