Governance and disclosures

Know who is behind the work.

Model Gauntlet is published within the Anderson Collaborative ecosystem. These are the people, companies, and rules that shape the publication today.

  • Accountable reviewerTrevor Anderson reviews published research for evidence boundaries, sourcing, and required disclosures.
  • Founding contributorsTrevor Anderson contributes through Anderson Collaborative. Jack Nelson contributes through Northstone Publishing LLC.
  • Anderson CollaborativeContributes product, design, data, search, brand, and growth work. Model Gauntlet may support Anderson Collaborative marketing through attributed embeds and links.
  • NativzAn affiliated agency in the Anderson Collaborative ecosystem. It is not a source for the scores currently published here.
  • RankPromptAn affiliated Anderson Collaborative visibility product used to measure Model Gauntlet’s search and AI-answer visibility. It is not a scoring source or independent validator of Model Gauntlet research.
  • Northstone Publishing LLCContributes publishing operations and distribution experience.

Editorial boundary

No affiliated company, sponsor, affiliate program, or distribution partner may change a reported score, ranking, source rule, or editorial conclusion. Paid comparisons, corrections, and source-method changes require review before publication.

We report what named authorities publish and clearly label our interpretation. Every contributor and commercial relationship remains subject to the same sourcing, attribution, disclosure, and correction rules.