Real ChatGPT answer · index seedxUxrwmaKN2AcompleteRetail and ecommerce · subscription boxescomparison

can you compare the skincare brands in current ipsy bags versus birchbox to see which one fits college skin better

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
can you compare the skincare brands in current ipsy bags versus birchbox to see which one fits college skin better
3 real searches · 1 real-search pass
IPSY October 2026 Glam Bag products skincare brands current bagGoogle ↗
OBSERVEDOther / navigational
Birchbox 2026 beauty box current subscription skincare brands October 2026Google ↗
OBSERVEDOther / navigational
Birchbox beauty box availability 2026 subscription current productsGoogle ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
IPSY October 2026 Glam Bag products skincare brands current bag Google ↗
Birchbox 2026 beauty box current subscription skincare brands October 2026 Google ↗
Birchbox beauty box availability 2026 subscription current products Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IPSY October 2026 Glam Bag products skincare brands current bag
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Birchbox 2026 beauty box current subscription skincare brands October 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Birchbox beauty box availability 2026 subscription current products
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1