What do recent online forums and consumer watchdogs say about the reliability and pricing of CertainTeed solar roof integration systems?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do recent online forums and consumer watchdogs say about the reliability and pricing of CertainTeed solar roof integration systems?
3 real searches · 1 real-search pass
CertainTeed solar roof integration system reliability pricing reviews forums homeowners 2026Google ↗
OBSERVEDReason
CertainTeed Solstice solar roofing system complaints warranty reliability consumer reviews BBB 2026Google ↗
OBSERVEDReason
CertainTeed solar roof shingles cost per watt installation pricing 2025 2026Google ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CertainTeed solar roof integration system reliability pricing reviews forums homeowners 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CertainTeed Solstice solar roofing system complaints warranty reliability consumer reviews BBB 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CertainTeed solar roof shingles cost per watt installation pricing 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |