Real ChatGPT answer · index seedY5sZWz3pIuIcompleteTelecom and utilities · energy efficiencycommercial

Can you look up recent customer satisfaction ratings for solar shingle roof installations on older asphalt shingle roofs?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you look up recent customer satisfaction ratings for solar shingle roof installations on older asphalt shingle roofs?
4 real searches · 1 real-search pass
2025 2026 customer reviews satisfaction ratings solar shingles installations older asphalt shingle roof Tesla Solar Roof GAF Timberline Solar CertainTeed ApolloGoogle ↗
OBSERVEDReason
solar shingle roof installation reviews homeowner complaints satisfaction older roof tear off asphalt shingles GAF Timberline Solar TeslaGoogle ↗
OBSERVEDReason
GAF Timberline Solar customer reviews ratings installation reviews 2025Google ↗
OBSERVEDReason
Tesla Solar Roof customer reviews ratings installation satisfaction 2025 2026Google ↗
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 (4)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
2025 2026 customer reviews satisfaction ratings solar shingles installations older asphalt shingle roof Tesla Solar Roof GAF Timberline Solar CertainTeed Apollo Google ↗
solar shingle roof installation reviews homeowner complaints satisfaction older roof tear off asphalt shingles GAF Timberline Solar Tesla Google ↗
GAF Timberline Solar customer reviews ratings installation reviews 2025 Google ↗
Tesla Solar Roof customer reviews ratings installation satisfaction 2025 2026 Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 customer reviews satisfaction ratings solar shingles installations older asphalt shingle roof Tesla Solar Roof GAF Timberline Solar CertainTeed Apollo
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
solar shingle roof installation reviews homeowner complaints satisfaction older roof tear off asphalt shingles GAF Timberline Solar Tesla
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
GAF Timberline Solar customer reviews ratings installation reviews 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Tesla Solar Roof customer reviews ratings installation satisfaction 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1