Real ChatGPT answer · index seedoQdHvy1J4ZIcompleteBeauty and personal care · skincarecommercial

Can you compare the ingredients in Paula choice skincare products against other professional lines for my esthetician studio to retail?

ChatGPTgpt-66 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the ingredients in Paula choice skincare products against other professional lines for my esthetician studio to retail?
6 real searches · 1 real-search pass
Paula's Choice professional skincare ingredient philosophy official BHA retinol vitamin C product ingredientsGoogle ↗
OBSERVEDOther / navigational
SkinCeuticals official product ingredients C E Ferulic retinol discoloration defenseGoogle ↗
OBSERVEDOther / navigational
iS Clinical official product ingredients Active Serum Pro-Heal Advance+ Cleansing ComplexGoogle ↗
OBSERVEDOther / navigational
PCA Skin official product ingredients professional skincare retinol pigment barGoogle ↗
OBSERVEDOther / navigational
Circadia official skincare ingredients professional products vitamin C retinolGoogle ↗
OBSERVEDOther / navigational
Jan Marini official skincare ingredients Bioglycolic Age Intervention DualityGoogle ↗
OBSERVEDReason

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 (6)
Short factOther / navigational83%ComparisonConsequenceReason17%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 6 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT6 real searches · gpt-6
Paula's Choice professional skincare ingredient philosophy official BHA retinol vitamin C product ingredients Google ↗
SkinCeuticals official product ingredients C E Ferulic retinol discoloration defense Google ↗
iS Clinical official product ingredients Active Serum Pro-Heal Advance+ Cleansing Complex Google ↗
PCA Skin official product ingredients professional skincare retinol pigment bar Google ↗
Circadia official skincare ingredients professional products vitamin C retinol Google ↗
Jan Marini official skincare ingredients Bioglycolic Age Intervention Duality Google ↗
  1. Intensive Brightening Treatment 0.5% Retinol · pcaskin.com
  2. Pro-Heal Serum Advance+ - Vitamin C Serum · isclinical.com
  3. Vitamin A Gel · circadia.com
  4. CIRCADIA FAQ · img1.wsimg.com
  5. AGE INTERVENTION® DUALITY™ · dailymed.nlm.nih.gov

Semantic map

Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.

Colour
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

6 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Paula's Choice professional skincare ingredient philosophy official BHA retinol vitamin C product ingredients
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
SkinCeuticals official product ingredients C E Ferulic retinol discoloration defense
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
iS Clinical official product ingredients Active Serum Pro-Heal Advance+ Cleansing Complex
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
PCA Skin official product ingredients professional skincare retinol pigment bar
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Circadia official skincare ingredients professional products vitamin C retinol
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Jan Marini official skincare ingredients Bioglycolic Age Intervention Duality
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1