Real ChatGPT answer · index seedQtsJpA7YG3wcompleteTelecom and utilities · energy efficiencyinformational

Are there tax credits for small business owners who upgrade their office building insulation and HVAC controls this fiscal year?

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 tax credits for small business owners who upgrade their office building insulation and HVAC controls this fiscal year?
3 real searches · 1 real-search pass
2026 Section 179D deduction termination June 30 2026 construction begins IRS commercial buildings insulation HVAC controlsGoogle ↗
OBSERVEDReason
IRS Section 179D energy efficient commercial buildings deduction qualifying building envelope HVAC controls 2026Google ↗
OBSERVEDReason
Michigan small business commercial building insulation HVAC controls tax incentives 2026 utility rebates federal tax creditsGoogle ↗
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 / navigationalComparisonConsequenceReason100%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
2026 Section 179D deduction termination June 30 2026 construction begins IRS commercial buildings insulation HVAC controls Google ↗
IRS Section 179D energy efficient commercial buildings deduction qualifying building envelope HVAC controls 2026 Google ↗
Michigan small business commercial building insulation HVAC controls tax incentives 2026 utility rebates federal tax credits Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Section 179D deduction termination June 30 2026 construction begins IRS commercial buildings insulation HVAC controls
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
IRS Section 179D energy efficient commercial buildings deduction qualifying building envelope HVAC controls 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Michigan small business commercial building insulation HVAC controls tax incentives 2026 utility rebates federal tax credits
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1