How do local citation building services compare to doing manual outreach for local SEO ranking factors in a competitive metro market?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do local citation building services compare to doing manual outreach for local SEO ranking factors in a competitive metro market?
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 local SEO ranking factors citations prominence links relevance local search documentation Google ↗
local SEO citation building services vs manual link outreach competitive markets study citations ranking factors Whitespark 2025 Google ↗
- Whitespark's Official 2026 Local Search Ranking Factors Report: Your ultimate guide to local SEO success in 2026! · whitespark.ca
- Whitespark's Official 2026 Local Search Ranking Factors Report: Your ultimate guide to local SEO success in 2026! · whitespark.ca
- Tips to improve your local ranking on Google · support.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google local SEO ranking factors citations prominence links relevance local search documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
local SEO citation building services vs manual link outreach competitive markets study citations ranking factors Whitespark 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |