Real ChatGPT answer · index seedUyIGYZN9KiMcompleteMarketing and advertising · local marketinglocal

What are the negative review management best practices that influence local map pack rankings for service businesses in Nashville?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the negative review management best practices that influence local map pack rankings for service businesses in Nashville?
3 real searches · 1 real-search pass
Google local ranking factors reviews prominence relevance distance review responses official Google Business Profile help 2026Google ↗
OBSERVEDReason
Google Business Profile review management best practices negative reviews prohibited content official helpGoogle ↗
OBSERVEDOther / navigational
Nashville local SEO service businesses Google Maps reviews reputation management best practicesGoogle ↗
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 (3)
Short factOther / navigational33%Comparison33%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Google local ranking factors reviews prominence relevance distance review responses official Google Business Profile help 2026 Google ↗
Google Business Profile review management best practices negative reviews prohibited content official help Google ↗
Nashville local SEO service businesses Google Maps reviews reputation management best practices Google ↗
  1. Maps user-generated content policy · support.google.com
  2. Tips to get more reviews · support.google.com
  3. Prohibited & restricted content · support.google.com
  4. Tips to improve your local ranking on Google · support.google.com
  5. Google: Improve your local ranking · support.google.com
  6. Google: Tips to get more reviews · support.google.com
  7. Google: Report inappropriate reviews · support.google.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google local ranking factors reviews prominence relevance distance review responses official Google Business Profile help 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Business Profile review management best practices negative reviews prohibited content official help
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Nashville local SEO service businesses Google Maps reviews reputation management best practices
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1