Real ChatGPT answer · index seedzSXL0euei4IcompleteTelecom and utilities · energy efficiencycommercial

What are the current customer satisfaction reviews and failure rates for the newest generation of integrated solar shingles

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the current customer satisfaction reviews and failure rates for the newest generation of integrated solar shingles
4 real searches · 1 real-search pass
2026 newest integrated solar shingles customer reviews reliability failure rate Tesla Solar Roof GAF Timberline Solar CertainTeed Apollo LumaGoogle ↗
OBSERVEDReason
solar shingle failure rates field data warranty claims service calls Tesla Solar Roof GAF Timberline Solar studyGoogle ↗
OBSERVEDReason
2025 2026 GAF Timberline Solar reviews complaints customer satisfaction reliabilityGoogle ↗
OBSERVEDReason
2025 2026 Tesla Solar Roof reviews complaints reliability leaks failures customer satisfactionGoogle ↗
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). 3 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
2026 newest integrated solar shingles customer reviews reliability failure rate Tesla Solar Roof GAF Timberline Solar CertainTeed Apollo Luma Google ↗
solar shingle failure rates field data warranty claims service calls Tesla Solar Roof GAF Timberline Solar study Google ↗
2025 2026 GAF Timberline Solar reviews complaints customer satisfaction reliability Google ↗
2025 2026 Tesla Solar Roof reviews complaints reliability leaks failures customer satisfaction Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 newest integrated solar shingles customer reviews reliability failure rate Tesla Solar Roof GAF Timberline Solar CertainTeed Apollo Luma
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
solar shingle failure rates field data warranty claims service calls Tesla Solar Roof GAF Timberline Solar study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2025 2026 GAF Timberline Solar reviews complaints customer satisfaction reliability
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2025 2026 Tesla Solar Roof reviews complaints reliability leaks failures customer satisfaction
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1