Real ChatGPT answer · index seedYoz8zQgwfVMcompleteHome services and improvement · solar panelscomparison

How accurate are online calculators for estimating daily energy production on a low slope commercial metal roof

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

The searches the AI actually ran for this prompt.

SEED QUERY
How accurate are online calculators for estimating daily energy production on a low slope commercial metal roof
1 real search · 1 real-search pass
NREL PVWatts calculator documentation limitations tilt azimuth system losses shading commercial rooftop solar estimate accuracyGoogle ↗
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 calculator documentation limitations tilt azimuth system losses shading commercial rooftop solar estimate accuracy Google ↗
  1. NREL PVWatts Calculator · pvwatts.nrel.gov
  2. pvwatts.nlr.gov · pvwatts.nlr.gov
  3. PVWatts Version 5 Manual · docs.nrel.gov
  4. Open PVWatts · pvwatts.nlr.gov
  5. Open SAM · sam.nlr.gov
  6. SAM Photovoltaic Models - System Advisor Model · sam.nlr.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NREL PVWatts calculator documentation limitations tilt azimuth system losses shading commercial rooftop solar estimate accuracy
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1