Real ChatGPT answer · index seed6yfKBFA4Zc8completeHome services and improvement · solar panelscommercial

Which online tools give the most accurate daily energy production estimates for commercial roofs with complex shading?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which online tools give the most accurate daily energy production estimates for commercial roofs with complex shading?
4 real searches · 1 real-search pass
PVsyst 3D shading hourly daily energy simulation commercial rooftop official features near shading weather dataGoogle ↗
OBSERVED
HelioScope shading analysis hourly energy production commercial rooftop official featuresGoogle ↗
OBSERVED
Aurora Solar shade analysis production simulation commercial rooftop official 3D shadeGoogle ↗
OBSERVED
PV*SOL premium 3D shading hourly simulation official commercial rooftopGoogle ↗
OBSERVED

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.

Classifying 4 queries…

Searches and sources

ChatGPT4 real searches · gpt-6
PVsyst 3D shading hourly daily energy simulation commercial rooftop official features near shading weather data Google ↗
HelioScope shading analysis hourly energy production commercial rooftop official features Google ↗
Aurora Solar shade analysis production simulation commercial rooftop official 3D shade Google ↗
PV*SOL premium 3D shading hourly simulation official commercial rooftop Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
PVsyst 3D shading hourly daily energy simulation commercial rooftop official features near shading weather data
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
HelioScope shading analysis hourly energy production commercial rooftop official features
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Aurora Solar shade analysis production simulation commercial rooftop official 3D shade
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
PV*SOL premium 3D shading hourly simulation official commercial rooftop
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1