Real ChatGPT answer · index seedT3tWebxax04completeHome services and improvement · solar panelscomparison

Comparing solar shingle options like Roofing and traditional panels which one makes more financial sense for a middle class family

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing solar shingle options like Roofing and traditional panels which one makes more financial sense for a middle class family
2 real searches · 1 real-search pass
2026 solar panel installation cost versus solar shingles cost Tesla Solar Roof GAF Timberline Solar cost per wattGoogle ↗
OBSERVEDComparison
United States residential clean energy tax credit 2026 solar installation 2025 legislation expirationGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
2026 solar panel installation cost versus solar shingles cost Tesla Solar Roof GAF Timberline Solar cost per watt Google ↗
United States residential clean energy tax credit 2026 solar installation 2025 legislation expiration Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 solar panel installation cost versus solar shingles cost Tesla Solar Roof GAF Timberline Solar cost per watt
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
United States residential clean energy tax credit 2026 solar installation 2025 legislation expiration
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1