Real ChatGPT answer · index seedFs639xBM49kcompleteHome services and improvement · solar panelsinformational

What formulas do solar installers use to estimate daily energy production in cloudy climates, and can I trust the numbers in my vendor proposal?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What formulas do solar installers use to estimate daily energy production in cloudy climates, and can I trust the numbers in my vendor proposal?
2 real searches · 1 real-search pass
NREL PVWatts methodology plane of array irradiance diffuse irradiance system losses performance ratio solar production estimate cloudy climatesGoogle ↗
OBSERVED
NREL solar resource data NSRDB GHI DNI DHI photovoltaic energy production modelingGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
NREL PVWatts methodology plane of array irradiance diffuse irradiance system losses performance ratio solar production estimate cloudy climates Google ↗
NREL solar resource data NSRDB GHI DNI DHI photovoltaic energy production modeling Google ↗
  1. Plane of Array (POA) Irradiance · pvpmc.sandia.gov
  2. PV Performance Modeling Methods · sandia.gov
  3. PVWatts · pvpmc.sandia.gov
  4. PVWatts API · developer.nlr.gov
  5. System Design · samrepo.nlr.gov
  6. PVWatts Calculator · pvwatts.nlr.gov
  7. Open the PVWatts calculator · pvwatts.nrel.gov
  8. pvwatts.nlr.gov · pvwatts.nlr.gov
  9. PVWatts V8 API · developer.nlr.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NREL PVWatts methodology plane of array irradiance diffuse irradiance system losses performance ratio solar production estimate cloudy climates
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
NREL solar resource data NSRDB GHI DNI DHI photovoltaic energy production modeling
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1