Real ChatGPT answer · index seedKQabBQ58fUQcompleteMarketing and advertising · local marketingcomparison
Can you compare the cheapest local citation cleanup services because my plumber NAP data is a mess and I cannot afford expensive agency fees right now
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the cheapest local citation cleanup services because my plumber NAP data is a mess and I cannot afford expensive agency fees right now
1 real search · 1 real-search pass
2026 citation cleanup service pricing BrightLocal Whitespark Semrush citation cleanup one-time cost plumber NAPGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 citation cleanup service pricing BrightLocal Whitespark Semrush citation cleanup one-time cost plumber NAP Google ↗
- Best Local Citation Services in 2026: 8 Compared · onfolio.com
- Best Local Citation Services in 2026: 6 Done-for-You Options by Cost · martechverdict.com
- BrightLocal Pricing, Plans and Local SEO Packages · brightlocal.com
- Local Citation Services Compared · brightlocal.com