Real ChatGPT answer · index seedbYMLNRAyxfMcompleteBeauty and personal care · hair careinformational

Are keratin treatments currently safe for heavily bleached hair or will it cause my hair to snap off if I book an appointment this afternoon

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are keratin treatments currently safe for heavily bleached hair or will it cause my hair to snap off if I book an appointment this afternoon
2 real searches · 1 real-search pass
keratin hair smoothing treatment bleached damaged hair breakage dermatologist advice formaldehyde heatGoogle ↗
OBSERVEDConsequence
American Academy Dermatology bleached hair chemical treatments breakage hair straighteningGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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

ChatGPT2 real searches · gpt-6
keratin hair smoothing treatment bleached damaged hair breakage dermatologist advice formaldehyde heat Google ↗
American Academy Dermatology bleached hair chemical treatments breakage hair straightening Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
keratin hair smoothing treatment bleached damaged hair breakage dermatologist advice formaldehyde heat
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
American Academy Dermatology bleached hair chemical treatments breakage hair straightening
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1