Real ChatGPT answer · index seedy6xuKa92lJwcompleteRetail and ecommerce · returns and shipping policiescomparison

Is Sephoras return policy on opened makeup better than Ulta or Walgreens for seniors who frequently buy the wrong shade of lipstick

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is Sephoras return policy on opened makeup better than Ulta or Walgreens for seniors who frequently buy the wrong shade of lipstick
3 real searches · 1 real-search pass
Sephora return policy opened makeup 2026 official returns 30 daysGoogle ↗
OBSERVEDOther / navigational
Ulta Beauty return policy opened used makeup official 2026Google ↗
OBSERVEDReason
Walgreens return policy cosmetics opened makeup official 2026Google ↗
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 / navigational67%ComparisonConsequenceReason33%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
Sephora return policy opened makeup 2026 official returns 30 days Google ↗
Ulta Beauty return policy opened used makeup official 2026 Google ↗
Walgreens return policy cosmetics opened makeup official 2026 Google ↗
  1. Sephora policy · sephora.com
  2. Ulta policy · ulta.com
  3. Walgreens policy · walgreens.com
  4. Returns · ultabeauly.com
  5. Returns Help · walgreens.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sephora return policy opened makeup 2026 official returns 30 days
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Ulta Beauty return policy opened used makeup official 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Walgreens return policy cosmetics opened makeup official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1