Real ChatGPT answer · index seedPmNdJiihiWAcompleteHome services and improvement · roofingcommercial

Compare the thermal expansion coefficients of aluminum versus galvalume standing seam metal roofing panels for coastal residential installations.

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the thermal expansion coefficients of aluminum versus galvalume standing seam metal roofing panels for coastal residential installations.
2 real searches · 1 real-search pass
coefficient of thermal expansion aluminum 6061 steel Galvalume standing seam roofing panel thermal movement manufacturer technical dataGoogle ↗
OBSERVEDReason
standing seam metal roofing thermal expansion panel length fixed clip floating clip manufacturer installation manual coastal aluminum Galvalume corrosionGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 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
coefficient of thermal expansion aluminum 6061 steel Galvalume standing seam roofing panel thermal movement manufacturer technical data Google ↗
standing seam metal roofing thermal expansion panel length fixed clip floating clip manufacturer installation manual coastal aluminum Galvalume corrosion Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
coefficient of thermal expansion aluminum 6061 steel Galvalume standing seam roofing panel thermal movement manufacturer technical data
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
standing seam metal roofing thermal expansion panel length fixed clip floating clip manufacturer installation manual coastal aluminum Galvalume corrosion
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1