Real ChatGPT answer · index seedffrffRKHrUUcompleteHome services and improvement · roofinginformational

Are there any specific energy efficient shingle rebates or tax credits available this year in Ohio for families upgrading their residential roofing?

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 specific energy efficient shingle rebates or tax credits available this year in Ohio for families upgrading their residential roofing?
3 real searches · 1 real-search pass
Ohio energy efficient roofing shingles rebates tax credits 2026 residential roof Ohio state utility programsGoogle ↗
OBSERVEDComparison
IRS 2026 residential energy efficient home improvement credit roofing shingles Section 25C expiration 2025Google ↗
OBSERVEDConsequence
Ohio utility rebates cool roof shingles residential roofing rebate 2026Google ↗
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%Consequence33%Reason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
Ohio energy efficient roofing shingles rebates tax credits 2026 residential roof Ohio state utility programs Google ↗
IRS 2026 residential energy efficient home improvement credit roofing shingles Section 25C expiration 2025 Google ↗
Ohio utility rebates cool roof shingles residential roofing rebate 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ohio energy efficient roofing shingles rebates tax credits 2026 residential roof Ohio state utility programs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
IRS 2026 residential energy efficient home improvement credit roofing shingles Section 25C expiration 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Ohio utility rebates cool roof shingles residential roofing rebate 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1