Real ChatGPT answer · index seed7GXOziJTFbQcompleteHome services and improvement · roofinginformational

What are the latest energy star requirements for cool roof coatings that qualify for federal tax credits this year?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the latest energy star requirements for cool roof coatings that qualify for federal tax credits this year?
2 real searches · 1 real-search pass
2026 federal tax credit cool roof coating ENERGY STAR requirements IRS 25C 2026 expirationGoogle ↗
OBSERVEDOther / navigational
ENERGY STAR roof products criteria cool roof coatings requirements solar reflectance thermal emittance 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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 federal tax credit cool roof coating ENERGY STAR requirements IRS 25C 2026 expiration
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
ENERGY STAR roof products criteria cool roof coatings requirements solar reflectance thermal emittance 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1