Real ChatGPT answer · index seedTNIg3rUCV4IcompleteTelecom and utilities · energy efficiencyinformational
What are the typical maintenance costs over ten years for integrated solar shingle roofs versus traditional asphalt shingles with bolted panels
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the typical maintenance costs over ten years for integrated solar shingle roofs versus traditional asphalt shingles with bolted panels
2 real searches · 1 real-search pass
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)
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
solar shingles maintenance costs repair warranty roof maintenance 10 year asphalt shingles solar panels maintenance cost Google ↗
asphalt shingle roof maintenance repair costs solar panel maintenance costs inverter replacement 10 years Google ↗
- Timberline Solar Roofing System for Homeowners · gaf.com
- Solar Roof Installation and Maintenance FAQs · uat.gaf.com
- Solar Roof Warranty · energylibrary.tesla.com
- How Much Does Solar Panel Repair Cost? (2026) · homeguide.com
- Do You Need A Roof Replacement With Solar Panels? · energysage.com
- Removal & Reinstallation · tesla.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
solar shingles maintenance costs repair warranty roof maintenance 10 year asphalt shingles solar panels maintenance cost OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
asphalt shingle roof maintenance repair costs solar panel maintenance costs inverter replacement 10 years OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |