Real ChatGPT answer · index seed18jWjHxrARMcompleteHome services and improvement · roofingcomparison
What is the average cost difference between installing standard architectural shingles versus upgrading to a cool roof system on a 2500 square foot home?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the average cost difference between installing standard architectural shingles versus upgrading to a cool roof system on a 2500 square foot home?
1 real search · 1 real-search pass
2026 2025 cost architectural asphalt shingles installed per square foot cool roof shingles cost premium reflective roofing installationGoogle ↗
OBSERVED
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.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
2026 2025 cost architectural asphalt shingles installed per square foot cool roof shingles cost premium reflective roofing installation Google ↗
- Asphalt Shingle Roof Cost Installed 2026: Per Sq Ft · theroofingbrief.com
- Guide to Cool Roofs · energy.gov
- Microsoft Word - Cool Shingles Phase 1 Final Report, v094.docx · eta-publications.lbl.gov