Our recommendation policy
Useful first. Paid links clearly marked.
A course should help with the work you actually do. You do not need to buy a course or another tool to use your assessment or report.
When a link can earn us money
A link labeled Paid link may earn AI Crisis a commission if you make an eligible purchase. We identify that relationship next to the recommendation. An external-link icon by itself is not a paid-link disclosure.
Listing a provider does not mean we are an approved affiliate. Ordinary provider links do not become commission links just because we recommend the course. Program approval and a valid tracking link are required.
How task-based course matches are chosen
Our task-based recommendations compare the work you selected with course descriptions in a recently checked provider catalog. Commission, click counts, and sales conversions do not determine that match. When the catalog has no close, current match, we say so instead of filling the space with unrelated courses.
A catalog match is not a guarantee of course quality, accreditation, completion, or employment. We do not claim to have personally completed every course. Read the syllabus, prerequisites, provider reviews, and refund terms before paying.
Job openings and referral fees
When job search is available, it is an optional next step after your assessment. Listings come from Jooble's US search service. We compare your chosen job title and selected tasks with the available listing text. A match does not establish that you qualify, that the employer is hiring today, or that the job is protected from automation.
Listings labeled Sponsored links may earn us a fee for an eligible referral under our partner agreement. Payment does not affect their order or your risk score. We do not describe a click as a completed application or a hire. Search API access by itself does not establish a paid partnership.
Check the full posting, employer, location requirements, and application process before sharing personal information. Search excerpts may be incomplete. The job-listing check asks for the full description rather than treating an excerpt as the whole role.
Prices and other options
Prices, discounts, subscriptions, and certificate fees can change. The provider sets the checkout price. Compare alternatives, including employer training and free materials, and check whether a purchase is necessary for your goal.
Your score stays independent
Affiliate commissions do not enter the assessment scoring model. Buying a course does not lower your score, prove that a role is safe, or guarantee a job. Our own paid reports are separate products with their prices shown before checkout.
Found an inaccurate recommendation or a broken link? Tell us what needs correcting.