Real ChatGPT answer · index seedfheYCmrGfukcompleteBeauty and personal care · hair carecomparison

Which high porosity hair routine incorporates a chelating shampoo and a heavy butter deep conditioner without causing hygral fatigue in humid weather?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which high porosity hair routine incorporates a chelating shampoo and a heavy butter deep conditioner without causing hygral fatigue in humid weather?
4 real searches · 1 real-search pass
high porosity hair chelating shampoo frequency hard water hair care dermatologist hygral fatigue evidenceGoogle ↗
OBSERVEDReason
hair deep conditioning hygral fatigue scientific evidence hair swelling water damage conditionerGoogle ↗
OBSERVEDReason
humid weather high porosity hair routine anti humidity conditioner protein hair careGoogle ↗
OBSERVEDComparison
hair humidity high porosity glycerin humectants protein deep conditioner butter hair care expertGoogle ↗
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 (4)
Short factOther / navigational25%Comparison25%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
high porosity hair chelating shampoo frequency hard water hair care dermatologist hygral fatigue evidence Google ↗
hair deep conditioning hygral fatigue scientific evidence hair swelling water damage conditioner Google ↗
humid weather high porosity hair routine anti humidity conditioner protein hair care Google ↗
hair humidity high porosity glycerin humectants protein deep conditioner butter hair care expert Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
high porosity hair chelating shampoo frequency hard water hair care dermatologist hygral fatigue evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
hair deep conditioning hygral fatigue scientific evidence hair swelling water damage conditioner
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
humid weather high porosity hair routine anti humidity conditioner protein hair care
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
hair humidity high porosity glycerin humectants protein deep conditioner butter hair care expert
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1