AI Citation Ledger

The Ledger

Domains are classified across three structural gates — reachability, legibility, and content type. Classification is already occurring.

Classification active
Observation cycle: continuous
248 domains classified
Benchmark finding · 45-domain study

AI models mentioned most brands. Fewer than a third were cited at all — and fewer than 10% earned both strong mention and citation.

Being mentioned and being cited are different outcomes. In our study, 69% of domains were never cited by an AI model despite many being frequently mentioned. The gap between mention and citation is the thing worth measuring.

Scope: commercial queries · Claude-dominant citation data · thresholds: mention ≥ 60%, citation ≥ 10% of responses

Mention vs citation · 45-domain study

Most domains cluster on the left — mentioned but not cited. The top-right quadrant, both mentioned and cited, is the scarce outcome worth measuring.

Most domains
Fewer than 10%
Few
Rare
Low citationHigh citation

The list below includes reference classifications added by Aater to illustrate the structural gate framework.

Reference Classifications

These domains were classified by Aater as illustrative examples of the structural gate framework. They were not submitted by or on behalf of domain owners. Domain owners may request removal at founder@aater.ai.

Recently Classified

Domains classified through Aater. Results reflect Aater's assessment of observable structural signals at time of classification.

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