Real ChatGPT answer · index seedZh2r2031IX4completeHome services and improvement · roofingcomparison

Can you compare the total cost and ROI of installing an integrated solar roof versus traditional asphalt shingles plus solar panels for a family of four?

ChatGPTgpt-64 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 cost and ROI of installing an integrated solar roof versus traditional asphalt shingles plus solar panels for a family of four?
4 real searches · 1 real-search pass
2026 federal residential clean energy tax credit expiration changes solar homeowners 2026Google ↗
OBSERVEDConsequence
2026 residential solar installation cost per watt Arkansas average roof replacement asphalt shingles cost 2026Google ↗
OBSERVEDShort fact
Tesla Solar Roof cost per square foot 2026 installation cost comparison conventional solar panelsGoogle ↗
OBSERVEDComparison
Arkansas solar net metering electricity rates residential solar incentives 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 (4)
Short fact25%Other / navigationalComparison50%Consequence25%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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 federal residential clean energy tax credit expiration changes solar homeowners 2026 Google ↗
2026 residential solar installation cost per watt Arkansas average roof replacement asphalt shingles cost 2026 Google ↗
Tesla Solar Roof cost per square foot 2026 installation cost comparison conventional solar panels Google ↗
Arkansas solar net metering electricity rates residential solar incentives 2026 Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 federal residential clean energy tax credit expiration changes solar homeowners 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
2026 residential solar installation cost per watt Arkansas average roof replacement asphalt shingles cost 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Tesla Solar Roof cost per square foot 2026 installation cost comparison conventional solar panels
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Arkansas solar net metering electricity rates residential solar incentives 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1