ApX Machine Learning records 252,389 monthly visits with -6.5% month-over-month growth and Freemium pricing. Code Arena records 35,827,928 monthly visits with +19.4% growth and Free pricing.
VRAM, throughput and GPU cost calculators plus courses for open-weight LLM deployment
Battle-test AI coding models side by side
| Dimension / Metric | | |
|---|---|---|
| Official Domain | apxml.com | arena.ai |
| Pricing Model | Freemium | Free |
| Monthly Visits | 252.39K (252,389) | 35.83M (35,827,928) |
| MoM Traffic Delta |
| -17.42K (-6.5%) |
| +5.83M (+19.4%) |
| Primary Market & Share | 🇺🇸 United States (14.2%) | 🇮🇳 India (13.1%) |
|---|
| Direct Visits / mo | 67.58K | 24.34M |
|---|
| User Rating | 4.2 | 4.7 |
|---|
| Supported Platforms | Website | Website |
|---|
VRAM, throughput and GPU cost calculators plus courses for open-weight LLM deployment
Estimates weight and KV cache memory for a chosen model variant, context length, batch size and quantization so you know whether a GPU will actually fit the workload.
Projects time-to-first-token and tokens-per-second throughput per hardware configuration to help you size for real user traffic.
Converts memory and performance estimates into hourly and per-token economics across hardware configurations.
Reference pages for 500+ model variants and documented hardware benchmarks, keeping sizing inputs in one place.
Battle-test AI coding models side by side
Send the same coding prompt to multiple leading models and compare their generated apps and logic side by side.
Watch models construct web apps and websites live, so you can see process and output, not just the final file.
Projects go beyond one-off snippets, testing how well a model structures components, routes, and styles together.
Track which coding models accumulate the most wins over time to identify consistently strong performers.
Free / Open-sourceSimplifies running open-weight LLMs locally on your own hardware, though it lacks ApX's explicit VRAM calculators and courses.
#1
SpecialistOffers comprehensive, structured courses in data science and AI, though it lacks specialized hardware VRAM estimation tools.
SpecialistProvides hands-on browser-based Linux and DevOps labs, ideal for practicing infrastructure deployment skills.
Crowdsourced arena where AI models compete and humans crown the best design output
Agent Skills that give your coding agent real design taste
Free / Open-sourceSearch and study millions of public SKILL.md agent skills
Free AI hackathons and a global community for AI builders
SpecialistFocuses on production LLM observability and evaluation rather than foundational deployment courses or hardware cost calculators.
Community plugin, rule, and MCP server hub for Cursor
SpecialistProvides testing and monitoring tools for AI applications, helping developers optimize model performance in production.
SpecialistStreamlines prompt management and LLM application tracing, complementing open-weight deployment workflows.
Benchmark computer- and phone-use AI agents with blind head-to-head battles
Free / Open-sourceSimplifies running open-weight LLMs locally on your own hardware, though it lacks ApX's explicit VRAM calculators and courses.
SpecialistProvides hands-on browser-based Linux and DevOps labs, ideal for practicing infrastructure deployment skills.
Crowdsourced arena where AI models compete and humans crown the best design output
Agent Skills that give your coding agent real design taste
Free / Open-sourceSearch and study millions of public SKILL.md agent skills
Free AI hackathons and a global community for AI builders
SpecialistFocuses on production LLM observability and evaluation rather than foundational deployment courses or hardware cost calculators.
Community plugin, rule, and MCP server hub for Cursor
SpecialistProvides testing and monitoring tools for AI applications, helping developers optimize model performance in production.
SpecialistStreamlines prompt management and LLM application tracing, complementing open-weight deployment workflows.
Benchmark computer- and phone-use AI agents with blind head-to-head battles
