Public data product

The AI Visibility Index framework

Which domains earn citations in published AI-answer snapshots? The Arden Visibility Index aggregates anonymized, opt-in signals into available-period views of domain citation share and content-type mix when sample thresholds are met.

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The first published Visibility Index will appear here once enough workspaces have opted in to contribute anonymized data.

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Methodology and privacy

The Arden Visibility Index aggregates anonymized AI answer-citation signals across workspaces that have explicitly opted in to contribute. We group citations by engine and by cited domain, compute each domain's share of total citations, and rank them. A strict k-anonymity guard drops any domain backed by fewer than the minimum number of distinct contributing workspaces, and no workspace, website, or account identifier is ever stored or published.

Opt-in only. Only workspaces that explicitly choose to contribute are included.
k-anonymity. Any domain backed by fewer than the minimum number of distinct contributing workspaces is dropped before publishing.
No identifiers. No workspace, website, or account identifier is ever stored in or published with the index.
Directional.The index reflects opt-in data and does not guarantee or predict any specific brand's inclusion in AI answers.

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Arden monitors which AI engines cite which sources for your prompts, finds citation gaps, and turns them into governed work.

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