Real ChatGPT answer · index seedjHRYj27YkDIcompleteBeauty and personal care · fragranceinformational

What do beauty bloggers say about the latest Sephora fragrance sample box value compared to similar offerings from Ulta or Amazon?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What do beauty bloggers say about the latest Sephora fragrance sample box value compared to similar offerings from Ulta or Amazon?
3 real searches · 1 real-search pass
Sephora latest fragrance sampler set 2026 value review beauty bloggers Ulta Amazon comparisonGoogle ↗
OBSERVEDComparison
Sephora perfume sampler set redeem voucher 2026 Ulta fragrance sampler set reviewGoogle ↗
OBSERVEDReason
Reddit Sephora fragrance sampler vs Ulta perfume sampler Amazon fragrance discovery set valueGoogle ↗
OBSERVEDComparison

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 / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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 latest fragrance sampler set 2026 value review beauty bloggers Ulta Amazon comparison Google ↗
Sephora perfume sampler set redeem voucher 2026 Ulta fragrance sampler set review Google ↗
Reddit Sephora fragrance sampler vs Ulta perfume sampler Amazon fragrance discovery set value Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sephora latest fragrance sampler set 2026 value review beauty bloggers Ulta Amazon comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Sephora perfume sampler set redeem voucher 2026 Ulta fragrance sampler set review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Reddit Sephora fragrance sampler vs Ulta perfume sampler Amazon fragrance discovery set value
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1