AI Visibility Lifecycle Framework Community Group

As AI systems increasingly determine what web content people see, there is no shared vocabulary, framework, or measurement approach for understanding how content becomes visible — or invisible — within AI discovery and response systems. Publishers, website developers, platform operators, agencies, AI system developers, and researchers lack common reference points for evaluating how content is discovered, understood, trusted, and surfaced by AI systems. The AI Visibility Lifecycle Community Group will provide a collaborative forum to explore these challenges, with the aim of developing shared vocabulary, measurement approaches, and best practices for understanding content visibility within AI discovery and response systems. The 11-Stage AI Visibility Lifecycle framework (DOI: 10.5281/zenodo.18460710) is intended to serve as a starting point for discussion within the group, but is not intended to constrain the group's discussions or decisions about future deliverables.

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