Real ChatGPT answer · index seedy1wp1ZlN2pMcompleteHome services and improvement · solar panelsinformational

Are solar roof shingles a viable option for a commercial building with a slightly sloped architectural roof

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are solar roof shingles a viable option for a commercial building with a slightly sloped architectural roof
2 real searches · 1 real-search pass
commercial solar roof shingles low slope roof minimum pitch commercial building 2026Google ↗
OBSERVEDComparison
solar roof tiles commercial building architectural roof low slope BIPV products warranty fire ratingGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
commercial solar roof shingles low slope roof minimum pitch commercial building 2026 Google ↗
solar roof tiles commercial building architectural roof low slope BIPV products warranty fire rating Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial solar roof shingles low slope roof minimum pitch commercial building 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
solar roof tiles commercial building architectural roof low slope BIPV products warranty fire rating
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1