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
- Named learner reviews. Each first-person review is written from the named reviewer's own experience with that course. The byline and score belong to that reviewer; they are not a community average or a provider description.
- Checked course facts. Provider pages, official feeds, published syllabi, lesson structures, and project requirements support factual fields such as format, duration, availability, and prerequisites.
- 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.
- Separate community feedback. Registered readers can add their own rating and review below the named review. Community counts and averages never overwrite the named reviewer's score, and samples below three responses are labeled as small.
- Editorial ranking judgment. Best-of lists and recommendation placement are decided separately from individual reviews. Providers cannot buy a ranking position.
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 invented testimonials. We do not convert a provider description or public comment into a made-up first-person story. A named review is treated as that learner's own account.
- 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
Each named reviewer scores six dimensions on a 5-point scale: overall, teaching, hands-on practice, freshness, value, and career fit. The score shown above a review belongs to that reviewer. Reader-submitted ratings are aggregated separately below it. A high score means the course worked well for its intended audience; it does not mean the course fits everyone.