Real ChatGPT answer · index seedIlcY8rHGGJkcompleteHome services and improvement · roofinginformational

Are there any federal tax credits or state-level energy rebates available this year for homeowners upgrading their attic insulation and radiant barrier decking?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any federal tax credits or state-level energy rebates available this year for homeowners upgrading their attic insulation and radiant barrier decking?
3 real searches · 1 real-search pass
2026 federal residential energy efficiency tax credit attic insulation Section 25C expiration 2025 OBBBAGoogle ↗
OBSERVEDReason
Michigan 2026 attic insulation rebates homeowners utility energy efficiency rebate radiant barrier deckingGoogle ↗
OBSERVEDComparison
Michigan state HOMES HEAR rebates 2026 residential energy efficiency program status insulationGoogle ↗
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 (3)
Short factOther / navigationalComparison33%ConsequenceReason67%DefinitionInstructionYes / 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
2026 federal residential energy efficiency tax credit attic insulation Section 25C expiration 2025 OBBBA Google ↗
Michigan 2026 attic insulation rebates homeowners utility energy efficiency rebate radiant barrier decking Google ↗
Michigan state HOMES HEAR rebates 2026 residential energy efficiency program status insulation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 federal residential energy efficiency tax credit attic insulation Section 25C expiration 2025 OBBBA
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Michigan 2026 attic insulation rebates homeowners utility energy efficiency rebate radiant barrier decking
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Michigan state HOMES HEAR rebates 2026 residential energy efficiency program status insulation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1