Real ChatGPT answer · index seeddtU7OlbURWEcompleteHome services and improvement · roofingbrand

What is the actual weather performance difference between CertainTeed Landmark Solaris and traditional dark asphalt shingles regarding shingle temperature mitigation?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the actual weather performance difference between CertainTeed Landmark Solaris and traditional dark asphalt shingles regarding shingle temperature mitigation?
2 real searches · 1 real-search pass
CertainTeed Landmark Solaris shingle temperature reduction surface temperature dark asphalt shingles measured study solar reflectance thermal emittanceGoogle ↗
OBSERVEDReason
CertainTeed Landmark Solaris technical data solar reflectance SRI CRRC ratingsGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%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

ChatGPT2 real searches · gpt-6
CertainTeed Landmark Solaris shingle temperature reduction surface temperature dark asphalt shingles measured study solar reflectance thermal emittance Google ↗
CertainTeed Landmark Solaris technical data solar reflectance SRI CRRC ratings Google ↗
  1. Landmark Solaris® Shingles · buildsite.com
  2. <visual_element id="e1"> · landmarkext.com
  3. Cool Roofs · heatisland.lbl.gov
  4. Landmark® Solaris® · certainteed.com
  5. Guidelines for Selecting Cool Roofs · www1.eere.energy.gov
  6. Guidelines for Selecting Cool Roofs · energy.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed Landmark Solaris shingle temperature reduction surface temperature dark asphalt shingles measured study solar reflectance thermal emittance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CertainTeed Landmark Solaris technical data solar reflectance SRI CRRC ratings
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1