Real ChatGPT answer · index seeduFDTysGdeT8completeBeauty and personal care · anti-agingbrand

What do beauty industry analysts say about the recent price hikes for Obagi Nu-Derm System and whether cheaper generic tretinoin alternatives offer better value?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
What do beauty industry analysts say about the recent price hikes for Obagi Nu-Derm System and whether cheaper generic tretinoin alternatives offer better value?
2 real searches · 1 real-search pass
Obagi Nu-Derm System recent price increase 2025 2026 price hike analyst commentary tretinoin generic valueGoogle ↗
OBSERVEDReason
Obagi Nu-Derm system price 2026 kit cost official retailer tretinoin generic price comparisonGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Obagi Nu-Derm System recent price increase 2025 2026 price hike analyst commentary tretinoin generic value
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Obagi Nu-Derm system price 2026 kit cost official retailer tretinoin generic price comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1