Three ways to work together
Sponsor a clearly identified placement
A relevant sponsor can propose a limited placement beside content that matches its audience. The placement would be labeled as sponsored and kept separate from navigation, comparison results and editorial recommendations. Placement, timing and commercial terms must be agreed before anything appears; no rate card or performance guarantee is implied here.
Propose an affiliate partnership
We consider AI products and courses that we can explain substantively: what the customer receives, who it suits, requirements, limitations and current commercial terms. If we receive a commission through a link, that relationship must be visible near the recommendation and merchant link. Commission does not buy inclusion, a favorable review or a higher position in a source-ranked list.
A future course campaign should land on the exact advertised course page. That page will explain its curriculum, intended experience level, evidence and pricing conditions before offering a clear merchant link, with related AI courses below. No affiliate course catalog or active affiliate relationship is claimed in this edition.
Submit a product, course or real implementation
An editorial submission is not a paid placement. Send public documentation and a concrete example of what has actually been built or taught. We distinguish a feature announcement, a working demonstration and independently measured results. A submission may be declined or require more evidence; sending it does not guarantee coverage.
Useful partnerships depend on editorial independence
Readers must be able to tell advertising, affiliate relationships and editorial analysis apart. Commercial relationships will be disclosed where they matter. Sponsors cannot buy a benchmark score, remove a material limitation or alter GitHub or Hugging Face source ordering.
Product claims need evidence and must describe the actual version and access conditions. We will not invent testimonials, customer numbers, earnings or time savings. If a supplied claim cannot be supported, it will not be presented as an established result. Our About page explains the evidence levels used throughout the site.
Read our funding and disclosure policyStart with a focused proposal
Include your organization and website, the product or course, the reader problem it addresses, the partnership type and the relevant public documentation or demonstration. For courses, include the curriculum, prerequisites, instructor information, price and refund terms. For sponsorships, describe the proposed placement and timing; for affiliates, include the program terms and merchant destination.
Share only material you are authorized to disclose. Do not send passwords, API keys, customer records or confidential documents. We will agree scope and disclosures before publishing a commercial placement.