Real ChatGPT answer · index seedMX2YFlALlyUcompleteHome services and improvement · solar panelsbrand

Are Tesla solar roof shingles actually worth the huge price tag compared to traditional bolt on panels for a first time buyer?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are Tesla solar roof shingles actually worth the huge price tag compared to traditional bolt on panels for a first time buyer?
3 real searches · 1 real-search pass
United States residential clean energy tax credit 2026 solar panels solar roof 25D expiration 2026Google ↗
OBSERVEDComparison
Tesla Solar Roof cost 2026 compared to rooftop solar panels installed cost United StatesGoogle ↗
OBSERVEDComparison
Tesla Solar Roof vs solar panels cost roof replacement payback warranties 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 (3)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
United States residential clean energy tax credit 2026 solar panels solar roof 25D expiration 2026 Google ↗
Tesla Solar Roof cost 2026 compared to rooftop solar panels installed cost United States Google ↗
Tesla Solar Roof vs solar panels cost roof replacement payback warranties 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
United States residential clean energy tax credit 2026 solar panels solar roof 25D expiration 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Tesla Solar Roof cost 2026 compared to rooftop solar panels installed cost United States
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Tesla Solar Roof vs solar panels cost roof replacement payback warranties 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1