How we review AI courses
AI courses are an over-supplied, high-variance category: hundreds of options, prices from free to thousands of dollars, and marketing pages that all sound the same. This page explains exactly how we produce our reviews and rankings — because a recommendation you can't audit is just an ad.
What a review is based on
- Public syllabus and curriculum analysis. We read the published syllabus, lesson structure, and project requirements to judge what a course actually teaches and what it assumes you already know.
- Public pricing and format analysis. Price, payment model, refund terms, pacing (self-paced vs. cohort), time commitment, and credential value — as published by the provider.
- Publicly reported student outcomes. What students publicly report — community discussions, reviews, and outcome claims we can trace to a source.
- Editorial judgment. Our assessment of who a course is for, where it fits relative to alternatives, and whether its price matches its substance. Judgment is ours and is labeled as such.
What we don't do
- No paid placements. Providers cannot pay to be reviewed, ranked, or rated. Rankings are not for sale, in any form.
- No fabricated first-person experiences. We do not claim to have "taken" or "completed" courses we haven't personally enrolled in, and we don't publish invented testimonials. Our reviews are editorial analysis of public information, and we say so.
- No copied course content. Reviews are transformative commentary and comparison, not reproductions of course material.
Affiliate relationships
When you buy through links on our site, we may earn a commission from course providers, at
no extra cost to you. That is how the site is funded. It does not affect ratings or
rankings: providers cannot pay for placement in any form, courses with no affiliate program
at all routinely rank above paid options where we judge them the better fit, and we rank
every course where it genuinely belongs — including ranking it lower, or leaving it out,
when it isn't the right fit for a given list. Every affiliate link is marked
rel="sponsored" and disclosed on the page. Full details on our
disclosure page.
Update policy
Every course page shows a "last verified" date — the last time we re-checked the course's public details (syllabus, pricing model, format, availability). Courses change; pricing especially. We phrase pricing as "check current pricing" rather than quoting numbers that expire, and we re-verify listings periodically. If you spot something stale, tell us via the contact route on our about page.
Ratings
Ratings are on a 5-point scale with one decimal. They weigh teaching quality, fit between promise and substance, format effectiveness, and value relative to alternatives — including free ones. A 4.0+ rating means we'd recommend the course to the audience it's designed for; it does not mean the course is right for everyone.