Real ChatGPT answer · index seedZ1AqltiIQW0completeTelecom and utilities · energy efficiencycommercial

My husband and I are trying to decide if Lowe-E double pane windows qualify for the latest federal energy efficiency tax incentives.

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

The searches the AI actually ran for this prompt.

SEED QUERY
My husband and I are trying to decide if Lowe-E double pane windows qualify for the latest federal energy efficiency tax incentives.
2 real searches · 1 real-search pass
2026 federal energy efficient home improvement credit windows section 25C expiration December 31 2025 law 2026Google ↗
OBSERVEDConsequence
IRS energy efficient home improvement credit windows 2025 ENERGY STAR Most Efficient U-factor SHGC requirementsGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequence50%ReasonDefinitionInstruction50%Yes / 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 energy efficient home improvement credit windows section 25C expiration December 31 2025 law 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
IRS energy efficient home improvement credit windows 2025 ENERGY STAR Most Efficient U-factor SHGC requirements
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1