Real ChatGPT answer · index seedxKZKXp6oYhYcompleteMarketing and advertising · local marketingcomparison
I am retired and helping my daughter with her bakery in Austin. Is BrightLocal citation building better than Whitespark for fixing our messy online address data?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am retired and helping my daughter with her bakery in Austin. Is BrightLocal citation building better than Whitespark for fixing our messy online address data?
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
BrightLocal citation builder citation cleanup duplicate listings features pricing 2026 Google ↗
Whitespark citation services citation cleanup duplicate listings features pricing 2026 Google ↗
- BrightLocal Citation Builder · brightlocal.com
- Whitespark Listings Service · whitespark.ca
- How much does Citation Builder cost when paying by card? · help.brightlocal.com
- Citation Building & Listing Cleanup that Sparks Joy · whitespark.ca
- Pricing: How Much do Whitespark Software & Services Cost? · whitespark.ca
- How can I find duplicate citations for a local business? · help.brightlocal.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
BrightLocal citation builder citation cleanup duplicate listings features pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Whitespark citation services citation cleanup duplicate listings features pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |