ApX Machine Learning records 252,389 monthly visits with -6.5% month-over-month growth and Freemium pricing. Brilliant records 2,426,610 monthly visits with -11.9% growth and Freemium pricing.
VRAM, throughput and GPU cost calculators plus courses for open-weight LLM deployment
Interactive math, coding and AI tutoring you learn by doing
| Dimension / Metric | | |
|---|---|---|
| Official Domain | apxml.com | brilliant.org |
| Pricing Model | Freemium | Freemium |
| Monthly Visits | 252.39K (252,389) | 2.43M (2,426,610) |
| MoM Traffic Delta | -17.42K (-6.5%) | -326.35K (-11.9%) |
| Primary Market & Share | 🇺🇸 United States (14.2%) | 🇺🇸 United States (41.9%) |
| Direct Visits / mo | 67.58K | 1.2M |
| User Rating | 4.2 | 4.6 |
| 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.
Interactive math, coding and AI tutoring you learn by doing
Learn math, science, CS and AI through short, visual exercises that build intuition step by step rather than passive video watching.
A visual, interactive tutor that works on a shared canvas, asks guiding questions and gives hints without simply revealing the answer.
Quizzes and reviews adapt to your level, tracking what you have mastered and resurfacing topics that still need work.
Write and run real code to learn programming logic, algorithms, data structures and debugging skills relevant to the AI era.
Free / Open-sourceSimplifies running open-weight LLMs locally on your own hardware, though it lacks ApX's explicit VRAM calculators and courses.
Free / Open-sourceSimplifies running open-weight LLMs locally on your own hardware, though it lacks ApX's explicit VRAM calculators and courses.
SpecialistFocuses specifically on interactive programming and coding lessons, whereas Brilliant covers broad STEM and math concepts.
SpecialistYour personal AI tutor for every subject, from notes to exam day.
SpecialistProvides deep interactive training for data science and programming, but omits foundational math and general science topics.
SpecialistAI-powered A Level and GCSE courses with a top-grades-or-refund guarantee
SpecialistLearn Linux, DevOps, and cybersecurity by doing — inside real online labs.
SpecialistLearn Linux, DevOps, and cybersecurity by doing — inside real online labs.
Excels at step-by-step homework solving and AI tutoring, but provides less structured visual concept-building courses.
Excels at step-by-step homework solving and AI tutoring, but provides less structured visual concept-building courses.
SpecialistProvides adaptive daily math and logic practice for children, but has less emphasis on advanced visual science lessons.
SpecialistFocuses on production LLM observability and evaluation rather than foundational deployment courses or hardware cost calculators.
SpecialistFocuses on production LLM observability and evaluation rather than foundational deployment courses or hardware cost calculators.
Offers Socratic AI tutoring and problem guidance, but lacks Brilliant's signature interactive visual math and science puzzles.
Offers Socratic AI tutoring and problem guidance, but lacks Brilliant's signature interactive visual math and science puzzles.
SpecialistDelivers gamified adaptive math tutoring for younger learners, whereas Brilliant caters to a broader, more advanced audience.
SpecialistDelivers gamified adaptive math tutoring for younger learners, whereas Brilliant caters to a broader, more advanced audience.
SpecialistProvides testing and monitoring tools for AI applications, helping developers optimize model performance in production.
SpecialistProvides testing and monitoring tools for AI applications, helping developers optimize model performance in production.
