Higress records 13,318 monthly visits with -17.9% month-over-month growth and Contact for Pricing pricing. RunPod records 2,881,043 monthly visits with +5.9% growth and Paid pricing.
Open-source AI gateway for LLM APIs, agents and MCP servers
The AI developer cloud for GPU pods, serverless inference and clustering
| Dimension / Metric | | |
|---|---|---|
| Official Domain | higress.ai | runpod.io |
| Pricing Model | Contact for Pricing | Paid |
| Monthly Visits | 13.32K (13,318) | 2.88M (2,881,043) |
| MoM Traffic Delta | -2.91K (-17.9%) | +161.49K (+5.9%) |
| Primary Market & Share | 🇨🇳 China (72%) | 🇺🇸 United States (26.1%) |
| Direct Visits / mo | 5.14K | 1.63M |
| User Rating | 4.6 | 4.7 |
| Supported Platforms | Website | Website |
Open-source AI gateway for LLM APIs, agents and MCP servers
Route requests to 100+ model APIs through unified protocol conversion, with model-level fallback and flexible backend scheduling.
Expose existing services as MCP servers, proxy and translate protocols, and apply authentication, traffic scheduling and parameter mapping to tool calls.
Track token consumption per consumer, enforce quotas on overuse, and cache exact or semantically similar answers to save tokens and reduce latency.
Protect privacy on data sent to external models and filter model output before it reaches users, alongside standard gateway auth and rate limiting.
The AI developer cloud for GPU pods, serverless inference and clustering
Rent GPU instances with on-demand, interruptible or reserved capacity across more than 30 GPU SKUs, from RTX 4090s up to B200 and B300 class accelerators, deployed in 31 global regions.
Deploy any container as an API endpoint that scales from zero to thousands of workers on demand and bills only for the compute you actually use.
Launch multi-node GPU clusters for distributed training and large inference jobs, with shared storage attachable and no long-term commitment required.
Deploy popular open-source models from a curated hub, or use public endpoints for image, audio and text models without managing infrastructure.
SpecialistProvides a unified API gateway across hundreds of models, but entirely abstracts away underlying GPU infrastructure management.
SpecialistProvides a unified API gateway across hundreds of models, but entirely abstracts away underlying GPU infrastructure management.
SpecialistSpecializes in lightning-fast serverless execution for generative media models, but lacks general-purpose GPU pod rental options.
SpecialistSpecializes in lightning-fast serverless execution for generative media models, but lacks general-purpose GPU pod rental options.
Free / Open-sourceGive your AI agents secure, authenticated access to 1,700+ apps
Free / Open-sourceGive your AI agents secure, authenticated access to 1,700+ apps
Delivers managed serverless model inference and GPU clusters, trading raw bare-metal pod customization for streamlined API access.
Delivers managed serverless model inference and GPU clusters, trading raw bare-metal pod customization for streamlined API access.
Offers a peer-to-peer GPU rental marketplace with often lower prices, but with more variable hardware reliability than RunPod.
Offers a peer-to-peer GPU rental marketplace with often lower prices, but with more variable hardware reliability than RunPod.
Free / Open-sourceBrowser agents and stealth cloud browsers for real web tasks
Free / Open-sourceBrowser agents and stealth cloud browsers for real web tasks
SpecialistProvides serverless Python execution and instant container scaling, but lacks direct persistent SSH pod control like RunPod.
SpecialistProvides serverless Python execution and instant container scaling, but lacks direct persistent SSH pod control like RunPod.
Offers high-performance enterprise NVIDIA GPU clusters, but focuses more on dedicated bare-metal infrastructure than flexible spot pods.
Offers high-performance enterprise NVIDIA GPU clusters, but focuses more on dedicated bare-metal infrastructure than flexible spot pods.
Free / Open-sourceOne OpenAI-compatible gateway for adaptive LLM routing, guardrails, and spend control
Free / Open-sourceOne OpenAI-compatible gateway for adaptive LLM routing, guardrails, and spend control
Offers a polished API and cloud platform for running open models, but provides less direct infrastructure-level control than RunPod.
Offers a polished API and cloud platform for running open models, but provides less direct infrastructure-level control than RunPod.
Free / Open-sourceUtilizes distributed consumer hardware to drastically lower inference costs, but cannot match enterprise GPU availability or SLA guarantees.
Free / Open-sourceUtilizes distributed consumer hardware to drastically lower inference costs, but cannot match enterprise GPU availability or SLA guarantees.
Free / Open-sourceOne open-source AI gateway for 100+ LLM providers
