Real ChatGPT answer · index seedxH2x6i1yTkMcompleteHome services and improvement · roofingcomparison

What is the best way to integrate solar panels onto a newly shingled roof without voiding the manufacturer warranty or causing future leaks for our customers?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best way to integrate solar panels onto a newly shingled roof without voiding the manufacturer warranty or causing future leaks for our customers?
2 real searches · 1 real-search pass
asphalt shingle manufacturer warranty solar panel installation roof penetrations approved flashing installation instructions GAF CertainTeed Owens CorningGoogle ↗
OBSERVEDInstruction
NRCA solar roof installation guidelines roof penetrations flashing photovoltaic asphalt shinglesGoogle ↗
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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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
asphalt shingle manufacturer warranty solar panel installation roof penetrations approved flashing installation instructions GAF CertainTeed Owens Corning Google ↗
NRCA solar roof installation guidelines roof penetrations flashing photovoltaic asphalt shingles Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
asphalt shingle manufacturer warranty solar panel installation roof penetrations approved flashing installation instructions GAF CertainTeed Owens Corning
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NRCA solar roof installation guidelines roof penetrations flashing photovoltaic asphalt shingles
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1