Real ChatGPT answer · index seed99R5Ra5rF74completeMarketing and advertising · local marketingcomparison

Should I fix our negative Google reviews by offering free ice cream or is it better to bury them with new positive neighborhood landing pages?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Should I fix our negative Google reviews by offering free ice cream or is it better to bury them with new positive neighborhood landing pages?
3 real searches · 1 real-search pass
Google Maps user contributed content policy incentivized reviews discounts free goods review gating Google Business ProfileGoogle ↗
OBSERVEDReason
FTC consumer reviews testimonials rule incentives positive reviews 2024Google ↗
OBSERVEDReason
Google Search Central doorway pages location landing pages helpful content local SEOGoogle ↗
OBSERVEDOther / navigational

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%ComparisonConsequenceReason67%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 Maps user contributed content policy incentivized reviews discounts free goods review gating Google Business Profile Google ↗
FTC consumer reviews testimonials rule incentives positive reviews 2024 Google ↗
Google Search Central doorway pages location landing pages helpful content local SEO Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Maps user contributed content policy incentivized reviews discounts free goods review gating Google Business Profile
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
FTC consumer reviews testimonials rule incentives positive reviews 2024
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Search Central doorway pages location landing pages helpful content local SEO
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1