Business Listings & Corroboration
The Foundational Question
"Where does your business officially exist as a record?"
Listings examines your presence across directories and knowledge graphs that AI platforms use for corroboration.
What Listings Measures
| Measurement | Description |
|---|---|
| Directory Coverage | Which major directories list you? |
| Knowledge Graph Presence | Do you have Wikidata/Wikipedia entries? |
| Identity Consistency | Is your NAP consistent across listings? |
| Citation Quality | How authoritative are your listings? |
| Discovery Score | Overall directory footprint strength |
Why Listings Matter
AI platforms do not trust single sources. When your business appears consistently across multiple independent directories, AI has higher confidence that:
- Your business actually exists
- Your information is accurate
- You are a legitimate, established entity
Without corroboration, AI hedges or omits you.
Directory Categories
| Category | Examples | Purpose |
|---|---|---|
| Major Platforms | Google, Apple, Bing | Universal discovery |
| Review Platforms | Yelp, TripAdvisor | Social proof |
| Industry Directories | Healthgrades, Avvo, Angi | Vertical authority |
| Knowledge Graphs | Wikidata, Wikipedia | Entity validation |
| Regional Directories | Yellow Pages, local chambers | Geographic coverage |
Knowledge Graph Significance
Wikidata and Wikipedia entries carry special weight:
- Wikidata — Machine-readable entity ID (QID) that AI uses for disambiguation
- Wikipedia — Ultimate legitimacy signal; indicates notable, established entity
Key Insight
Listings provide corroboration — independent confirmation that strengthens AI confidence in your business.