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Editorial methodology

How listings are chosen, described and maintained.

Inclusion criteria

  • The provider offers AI software, AI-related implementation, or human support relevant to business operations.
  • The provider has a public official website describing the offering.
  • The offering fits at least one of our seven categories.

Inclusion does not require payment, a backlink or provider consent. No sponsored placement is offered.

Sources and their limitations

Each summary is based on the provider's own public materials, linked on every profile with the date the source was checked. That date describes when we read the source, not when a product was tested. Provider materials can be promotional, incomplete or out of date.

Provider descriptions versus our advice

Profiles separate two things: “What the provider says”, a short summary of public materials, and “Our suggested evaluation questions”, which is our editorial guidance. We do not publish hands-on reviews, scores, star ratings, prices, certifications or performance claims.

Sorting

Listings are sorted alphabetically. Position on a page is not a ranking or recommendation.

Corrections

Anyone, including providers, can request a correction. We review requests against public sources and update the listing and its checked date when a change is made.

Affiliation policy

Operated by William Schimensky / Wolf Pack CEO. Affiliated listings are labeled. Inclusion is not an endorsement or a hands-on certification.

All other listings are labeled “External provider”: Not an operator-owned business. Inclusion does not imply a partnership or endorsement. We have not audited every commercial relationship, and the operator may use some listed platforms.

Affiliated listings follow the same format and alphabetical sorting as other listings. External providers are not described as verified, partnered or consenting.