Real ChatGPT answer · index seedcbxCKNLrPHwcompleteTelecom and utilities · energy efficiencyinformational

How much more do solar shingles cost compared to standard solar panels when factoring in full roof replacement on a typical mid-sized suburban home

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much more do solar shingles cost compared to standard solar panels when factoring in full roof replacement on a typical mid-sized suburban home
1 real search · 1 real-search pass
2026 solar roof shingles cost per square foot full roof replacement Tesla Solar Roof typical home cost vs rooftop solar panels roof replacementGoogle ↗
OBSERVEDComparison

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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
2026 solar roof shingles cost per square foot full roof replacement Tesla Solar Roof typical home cost vs rooftop solar panels roof replacement Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 solar roof shingles cost per square foot full roof replacement Tesla Solar Roof typical home cost vs rooftop solar panels roof replacement
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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