Real ChatGPT answer · index seedDEJwE4HdjfkcompleteTelecom and utilities · energy efficiencycomparison

Ecobee commercial app versus traditional programmable timers for HVAC systems which option provides better energy audit data for small business tax credits.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Ecobee commercial app versus traditional programmable timers for HVAC systems which option provides better energy audit data for small business tax credits.
3 real searches · 1 real-search pass
ecobee commercial app energy reports HVAC runtime scheduling data export business thermostat reportingGoogle ↗
OBSERVEDOther / navigational
IRS 2026 commercial building energy efficiency deduction section 179D small business tax credit requirements energy audit documentationGoogle ↗
OBSERVEDReason
2026 federal tax credits small business commercial HVAC energy efficiency equipment tax credit IRSGoogle ↗
OBSERVEDYes / no

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 / navigational33%ComparisonConsequenceReason33%DefinitionInstructionYes / no33%

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
ecobee commercial app energy reports HVAC runtime scheduling data export business thermostat reporting Google ↗
IRS 2026 commercial building energy efficiency deduction section 179D small business tax credit requirements energy audit documentation Google ↗
2026 federal tax credits small business commercial HVAC energy efficiency equipment tax credit IRS Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ecobee commercial app energy reports HVAC runtime scheduling data export business thermostat reporting
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
IRS 2026 commercial building energy efficiency deduction section 179D small business tax credit requirements energy audit documentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 federal tax credits small business commercial HVAC energy efficiency equipment tax credit IRS
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1