Real ChatGPT answer · index seedfJv6bniLS7gcompleteBeauty and personal care · salons and spasbrand

What do customers on consumer watchdog sites say about Ulta salon customer service issues and refund policies lately?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do customers on consumer watchdog sites say about Ulta salon customer service issues and refund policies lately?
1 real search · 1 real-search pass
Ulta Beauty salon customer service complaints refunds BBB ConsumerAffairs PissedConsumer 2026Google ↗
OBSERVEDConsequence

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 (1)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ulta Beauty salon customer service complaints refunds BBB ConsumerAffairs PissedConsumer 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1