Real ChatGPT answer · index seedZz6DAy0KDywcompleteTelecom and utilities · energy efficiencyinformational
Are Tesla solar shingles or GAF Energy Timberline Solar shingles better for a complete roof replacement in terms of energy output and cost?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are Tesla solar shingles or GAF Energy Timberline Solar shingles better for a complete roof replacement in terms of energy output and cost?
1 real search · 1 real-search pass
Tesla Solar Roof vs GAF Energy Timberline Solar 2026 cost watts per square foot efficiency warranty installation full roof replacementGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
Tesla Solar Roof vs GAF Energy Timberline Solar 2026 cost watts per square foot efficiency warranty installation full roof replacement Google ↗
- Solar Roof Design and Construction Guide · energylibrary.tesla.com
- GAF Energy Timberline Solar® ES 2: Solar Shingles · gaf.com
- GAF Energy **Timberline Solar** Solar Roofing · gaf.com
- Solar Shingle Cost Report 2026: Tesla vs GAF Timberline · theroofingbrief.com
- Timberline Solar® ES Shingle & Accessory Limited Warranty · gaf.com
- Solar Roof Warranty · energylibrary.tesla.com
- Tesla stops selling solar roofs a decade after launch By Reuters · investing.com
- Tesla Solar Roof · electrek.co