Real ChatGPT answer · index seed5xz6448kS0AcompleteTelecom and utilities · energy efficiencylocal

Are there any tax credits or local grants in California to help small businesses pay for upgrading old attic insulation and HVAC systems

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any tax credits or local grants in California to help small businesses pay for upgrading old attic insulation and HVAC systems
2 real searches · 1 real-search pass
California 2026 small business tax credits grants energy efficiency HVAC attic insulation utility incentives officialGoogle ↗
OBSERVEDConsequence
California small business energy efficiency incentives HVAC insulation grants rebates 2026 officialGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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

ChatGPT2 real searches · gpt-6
California 2026 small business tax credits grants energy efficiency HVAC attic insulation utility incentives official Google ↗
California small business energy efficiency incentives HVAC insulation grants rebates 2026 official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California 2026 small business tax credits grants energy efficiency HVAC attic insulation utility incentives official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
California small business energy efficiency incentives HVAC insulation grants rebates 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1