Real ChatGPT answer · index seedA7VQ15xOvr8completeTelecom and utilities · energy efficiencybrand

How accurate are the online solar panel ROI calculators for small businesses when factoring in rising electricity rates and equipment maintenance costs?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How accurate are the online solar panel ROI calculators for small businesses when factoring in rising electricity rates and equipment maintenance costs?
3 real searches · 1 real-search pass
commercial solar financial modeling operations maintenance costs annual degradation electricity price escalation small business NRELGoogle ↗
OBSERVEDConsequence
NREL PV system operations maintenance costs degradation rate commercial solar financial modelGoogle ↗
OBSERVEDReason
EIA commercial electricity price historical annual changes United StatesGoogle ↗
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 / navigationalComparisonConsequence33%Reason67%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
commercial solar financial modeling operations maintenance costs annual degradation electricity price escalation small business NREL Google ↗
NREL PV system operations maintenance costs degradation rate commercial solar financial model Google ↗
EIA commercial electricity price historical annual changes United States Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial solar financial modeling operations maintenance costs annual degradation electricity price escalation small business NREL
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
NREL PV system operations maintenance costs degradation rate commercial solar financial model
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
EIA commercial electricity price historical annual changes United States
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1