Real ChatGPT answer · index seedYbOFO8dDOlkcompleteTelecom and utilities · energy efficiencycomparison

Which is more accurate for calculating solar panel ROI on a south-facing roof: NREL PVWatts or the OpenSolar design software used by local installers?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which is more accurate for calculating solar panel ROI on a south-facing roof: NREL PVWatts or the OpenSolar design software used by local installers?
1 real search · 1 real-search pass
NREL PVWatts documentation inputs system losses tilt azimuth shading limitations OpenSolar design software production modeling shading financial proposalGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
NREL PVWatts documentation inputs system losses tilt azimuth shading limitations OpenSolar design software production modeling shading financial proposal Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NREL PVWatts documentation inputs system losses tilt azimuth shading limitations OpenSolar design software production modeling shading financial proposal
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1