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How should we handle negative customer reviews on our Etsy shop compared to Amazon without looking defensive as a small business?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How should we handle negative customer reviews on our Etsy shop compared to Amazon without looking defensive as a small business?
2 real searches · 1 real-search pass
Etsy seller respond to reviews public response policy official seller handbookGoogle ↗
OBSERVEDReason
Amazon seller respond to customer reviews policy official seller central customer reviewsGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
Etsy seller respond to reviews public response policy official seller handbook Google ↗
Amazon seller respond to customer reviews policy official seller central customer reviews Google ↗
  1. What to Do if You Receive a Negative Review · help.etsy.com
  2. Customer Reviews tool · sell.amazon.com
  3. sellercentral.amazon.com · sellercentral.amazon.com
  4. Community Guidelines · digprjsurvey.amazon.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Etsy seller respond to reviews public response policy official seller handbook
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Amazon seller respond to customer reviews policy official seller central customer reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1