Real ChatGPT answer · index seeduHxXp55pS9ccompleteHome services and improvement · solar panelscommercial

Can you compare the total upfront cost versus long-term savings of solar roof shingles versus standard panels for a medium-sized roof?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the total upfront cost versus long-term savings of solar roof shingles versus standard panels for a medium-sized roof?
3 real searches · 1 real-search pass
2026 residential solar panel installation cost per watt 8 kW average cost solar shingles cost Tesla Solar Roof comparisonGoogle ↗
OBSERVED
NREL residential rooftop solar lifetime savings degradation maintenance lifespan solar panels 25 yearsGoogle ↗
OBSERVED
EnergySage solar roof shingles cost per watt Tesla Solar Roof 2025 costGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
2026 residential solar panel installation cost per watt 8 kW average cost solar shingles cost Tesla Solar Roof comparison Google ↗
NREL residential rooftop solar lifetime savings degradation maintenance lifespan solar panels 25 years Google ↗
EnergySage solar roof shingles cost per watt Tesla Solar Roof 2025 cost Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 residential solar panel installation cost per watt 8 kW average cost solar shingles cost Tesla Solar Roof comparison
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
NREL residential rooftop solar lifetime savings degradation maintenance lifespan solar panels 25 years
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
EnergySage solar roof shingles cost per watt Tesla Solar Roof 2025 cost
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1