Real ChatGPT answer · index seedYfystsBg5VccompleteRetail and ecommerce · returns and shipping policiescommercial

Which skincare brands sold at major retailers have the most customer-friendly return policies for allergic reactions caused by active ingredients?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which skincare brands sold at major retailers have the most customer-friendly return policies for allergic reactions caused by active ingredients?
2 real searches · 1 real-search pass
Sephora return policy opened skincare 30 days official; Ulta beauty return policy opened products 30 days official; Target beauty return policy opened skincare 90 days official; Nordstrom beauty returns policy officialGoogle ↗
OBSERVEDComparison
Paula's Choice return policy 60 days opened products official; The Ordinary DECIEM return policy 365 days official; Clinique return policy satisfaction guarantee skincare official; Kiehl's return policy satisfaction guarantee officialGoogle ↗
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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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
Sephora return policy opened skincare 30 days official; Ulta beauty return policy opened products 30 days official; Target beauty return policy opened skincare 90 days official; Nordstrom beauty returns policy official Google ↗
Paula's Choice return policy 60 days opened products official; The Ordinary DECIEM return policy 365 days official; Clinique return policy satisfaction guarantee skincare official; Kiehl's return policy satisfaction guarantee official Google ↗
  1. DECIEM | Our 365-Day Return Policy | DECIEM The Abnormal Beauty Company · deciem.com
  2. DECIEM Return Policy · theordinary.com
  3. Return Policy · cvs.com
  4. Our CVS Brands Quality · cvs.com
  5. Returns : Help : Target · target.com
  6. Article : Help : Target · target.com
  7. Return & Exchange Policy · helpcenter.paulaschoice.com
  8. RETURNS/EXCHANGES · paulaschoice.com
  9. Returns & Exchanges · sephora.com
  10. Returns & Exchanges · sephora.com
  11. Returns & Exchanges · nordstrom.com
  12. Frequently Asked Questions · nordstrom.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sephora return policy opened skincare 30 days official; Ulta beauty return policy opened products 30 days official; Target beauty return policy opened skincare 90 days official; Nordstrom beauty returns policy official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Paula's Choice return policy 60 days opened products official; The Ordinary DECIEM return policy 365 days official; Clinique return policy satisfaction guarantee skincare official; Kiehl's return policy satisfaction guarantee official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1