Real ChatGPT answer · index seedc1wYZMrjNp4completeRetail and ecommerce · returns and shipping policiescommercial

Which shipping carriers have the cheapest rates for handling heavy retail returns while keeping customer satisfaction high for a boutique shop?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which shipping carriers have the cheapest rates for handling heavy retail returns while keeping customer satisfaction high for a boutique shop?
3 real searches · 1 real-search pass
2026 UPS FedEx USPS published package size weight limits surcharges ground shipping returns pricingGoogle ↗
OBSERVEDShort fact
2026 carrier rates heavy package returns UPS Ground FedEx Ground USPS Ground Advantage 70 lb dimensional weight pricingGoogle ↗
OBSERVEDReason
2026 ecommerce returns carrier options UPS FedEx USPS return labels drop off pickup customer experience heavy packagesGoogle ↗
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 (3)
Short fact33%Other / navigationalComparisonConsequenceReason67%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
2026 UPS FedEx USPS published package size weight limits surcharges ground shipping returns pricing Google ↗
2026 carrier rates heavy package returns UPS Ground FedEx Ground USPS Ground Advantage 70 lb dimensional weight pricing Google ↗
2026 ecommerce returns carrier options UPS FedEx USPS return labels drop off pickup customer experience heavy packages Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 UPS FedEx USPS published package size weight limits surcharges ground shipping returns pricing
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
2026 carrier rates heavy package returns UPS Ground FedEx Ground USPS Ground Advantage 70 lb dimensional weight pricing
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 ecommerce returns carrier options UPS FedEx USPS return labels drop off pickup customer experience heavy packages
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1