Real ChatGPT answer · index seedsY6GWlPHpascompleteMarketing and advertising · local marketingcommercial
How important is it really to fix inconsistent NAP citations if my local hardware store has been in the same downtown spot for forty years?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How important is it really to fix inconsistent NAP citations if my local hardware store has been in the same downtown spot for forty years?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Google Business Profile local ranking relevance distance prominence business information citations NAP consistency local SEO guidance Google ↗
NAP consistency local citations ranking impact study local SEO 2025 2026 Google ↗
- Tips to improve your local ranking on Google · support.google.com
- Are Relevance, Distance, & Prominence Google Ranking Factors? · searchenginejournal.com
- Citation Survey: How Important Are Citations on Local SEO? · brightlocal.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Business Profile local ranking relevance distance prominence business information citations NAP consistency local SEO guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NAP consistency local citations ranking impact study local SEO 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |