Real ChatGPT answer · index seedLH7ZBMAv74gcompleteTelecom and utilities · energy efficiencyinformational

What are the minimum NFRC efficiency ratings required for Low E double pane windows to qualify for the maximum federal energy efficient home improvement credit?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
What are the minimum NFRC efficiency ratings required for Low E double pane windows to qualify for the maximum federal energy efficient home improvement credit?
2 real searches · 1 real-search pass
IRS Energy Efficient Home Improvement Credit windows 2025 placed in service December 31 2025 NFRC ENERGY STAR Most Efficient U-factor SHGCGoogle ↗
OBSERVEDComparison
ENERGY STAR Most Efficient windows 2025 criteria NFRC U-factor SHGC climate zoneGoogle ↗
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). 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
IRS Energy Efficient Home Improvement Credit windows 2025 placed in service December 31 2025 NFRC ENERGY STAR Most Efficient U-factor SHGC
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
ENERGY STAR Most Efficient windows 2025 criteria NFRC U-factor SHGC climate zone
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1