AI Understanding is a 501(c)(3) nonprofit education platform. We share this disclosure so readers understand exactly how the site is funded and how that relates to our editorial work. The short version: none of the channels below can buy coverage, a ranking, a rating, or a kind word.
How we make money
These are all of the channels currently in use. Every one of them is listed here, including the ones that bring in little or nothing in a given month.
- Donations. One-time and recurring gifts from readers that support free public AI education.Can influence coverage: no. Donors receive no editorial input, no advance review, and no coverage of their own projects in exchange for a gift.
- Certificate fees. A fee paid by learners who pass the required quiz threshold and choose to claim a certificate. Learning material stays free either way. Can influence coverage: no. Certificate buyers are individual learners; paying changes nothing about what we publish, and never changes a quiz result.
- Tool listing fees. Paid submissions to our AI tools directory, which go through editorial review before any listing is published. Can influence coverage: no. A fee buys a review, not an outcome: submissions are rejected, and a paid listing cannot change ranking position, recommendation wording, or what a comparison page says.
- Affiliate links. Commissions on some outbound tool links when a reader signs up or purchases. Not every tool card is an affiliate relationship. Can influence coverage: no. We choose which tools are worth covering first, and only then check whether a program exists. Commission rates are never a selection or ordering criterion.
- Paid job listings. Standard and featured placements on our AI jobs board. Nonprofit and educational roles are posted free. Can influence coverage: no. A paid listing is a labeled slot on the jobs board and nothing else. It buys no article, no newsletter mention, and no tools-directory treatment for the employer.
- Data and API licensing. Atụmatụ akwụ ụgwọ maka ịnweta mmemme nke ozi, mwepụta, ego, ụkpụrụ, na akwụkwọ ọkọwa okwu, edepụtara na ibe onye nrụpụta anyị. Ọkwa efu dị. Can influence coverage: no. Akwụkwọ ikike na-enweta otu data onye ọ bụla na-enweta. Ha enweghị ike ịrịọ mgbakwunye, mwepụ, ma ọ bụ dezie na dataset, anyị anaghị ere data onye na-agụ ma ọ bụ nwa akwụkwọ n'ọnụ ahịa ọ bụla.
- Sponsorship and underwriting acknowledgments. Labeled slots in the newsletter, the daily briefing, the podcast, the tools directory, and the jobs board, with rates and terms published onibe nkwado anyị. Can influence coverage: no. Onye nkwado na-azụta oghere, ọ dịghị mgbe nchịkọta akụkọ. Ndị nkwado anaghị ahụ akụkọ tupu ebipụta ha, enweghị ike ịkwado ma ọ bụ vetu ihe ọ bụla, enweghịkwa ike ide akụkọ gbasara ha, mee ka ọ dị nro, ma ọ bụ wepụ ya.
- Ikikere ụlọ ọrụ. Ikikere kwa afọ maka ụlọ akwụkwọ, mpaghara, ọba akwụkwọ, na ndị were n'ọrụ na-agbakwunye dashboards otu, asambodo nnukwu, na nkwado aha. Usoro ọmụmụ n'onwe ya ka nwere onwe ya nye ndị nkuzi na ndị mmụta n'otu n'otu. Can influence coverage: no. Akwụkwọ ikike na-azụta atụmatụ nhazi. Ọ dịghị azụta ikwu okwu n'ihe ndị nduzi na-akụzi ma ọ bụ ihe ụlọ akụkọ anyị na-akọ.
- Enyemaka. Ntọala, ụlọ ọrụ, na onyinye ọha, gbakwunyere mmemme dị n'ụdị dị ka kredit mgbasa ozi maka enweghị uru. Can influence coverage: no. Anyị anaghị anabata onyinye ego ọnọdụ ahụ maka mkpuchi, nhazi, ma ọ bụ njedebe nke otu nyocha. Ọ bụrụ na ngalaba onye na-enye ego bụ isiokwu nke ihe anyị na-ebipụta, a na-ekpughe mmekọrịta ahụ na mpempe akwụkwọ ahụ.
Editorial independence, and how it is enforced
Ịsị ego ha ga enweta anaghị azụta mkpuchi dị mfe. Ndị a bụ usoro ndị a kapịrị ọnụ na-eme ka ọ bụrụ eziokwu:
- Ụkpụrụ nchịkọta akụkọ ebipụtara. A na-enyocha ngwaọrụ, ntuziaka, ntụnyere, na akụkọ sitere n'otu ụkpụrụ edere n'agbanyeghị ọkwa mmekọrịta. Ndị na-ere ahịa na ndị nkwado enweghị ike ịkwụ ụgwọ iji gbanwee ọkwa ọkwa, nkwanye, ma ọ bụ mkpuchi. Lee anyị ụkpụrụ nchịkọta akụkọ.
- Enweghị onyonyo ewepụtara. Onyonyo akụkọ na-abịa naanị site na ibe isi mmalite enwetara. Anyị anaghị ewepụta onyonyo iji mee ka akụkọ yie ka ego enwetara nke ọma ma ọ bụ dị egwu karịa; Akụkọ na-enweghị ihe oyiyi isi mmalite eji eme ihe na-aga n'enweghị otu.
- Partner labeling. Paid and commissionable relationships are labeled where they appear: affiliate links carry a sponsored attribute and an on-page disclosure, paid tool listings and job placements are marked as such, and sponsor slots are labeled as sponsorship rather than presented as editorial.
- Sponsor firewall. Sponsors, licensees, grantors, and API customers have no pre-publication review, no approval rights, and no ability to request that a story be added, changed, or removed. Sponsorship is sold as inventory by slot and date, never as a mention inside a story.
- Corrections in public. When we get something wrong we correct it on the record rather than quietly editing it, including when the error favored a partner. See our corrections log.
Affiliate links
Ụfọdụ njikọ ọpụpụ nwere ike iwepụta ọrụ ma ọ bụrụ na onye na-agụ debanyere aha ma ọ bụ zụta. Nke a anaghị abawanye ọnụ ahịa ị na-akwụ. Anyị bu n'obi ibu ụzọ chọpụta ngwaọrụ bara uru, wee kpughee mgbe mmekọrịta azụmahịa nwere ike ịdị.
Refund and reversal effects
N'ọnọdụ ụfọdụ, enwere ike ịtụgharị kọmitii ma ọ bụ ịkwụ ụgwọ (dịka ọmụmaatụ, kagbuo, nkwụghachi ụgwọ, ma ọ bụ nkwụghachi). Nke ahụ anaghị agbanwe ụkpụrụ nchịkọta akụkọ anyị ma ọ bụ ọrụ ngosi.
Our commitment to readers
Anyị na-agba mbọ na nghọta, asụsụ doro anya na ntụkwasị obi ọha. Ọ bụrụ na ị hụ ihe ọ bụla edoghị anya na nkwupụta ego anyị, biko kpọtụrụ anyị ma anyị ga-akọwa ya.
Kpọtụrụ Anyị
Enwere ike iziga ajụjụ gbasara mkpughe a [email protected].
Last reviewed: September 2026.