Real ChatGPT answer · index seedcMPy68Dp02wcompleteHome services and improvement · solar panelsinformational

Is the efficiency drop in polycrystalline solar panels noticeable enough on a standard suburban electric bill to justify buying monocrystalline instead?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is the efficiency drop in polycrystalline solar panels noticeable enough on a standard suburban electric bill to justify buying monocrystalline instead?
2 real searches · 1 real-search pass
polycrystalline vs monocrystalline solar panel efficiency typical module efficiency comparison NRELGoogle ↗
OBSERVED
residential solar panel efficiency roof space system size electricity production comparison EnergySageGoogle ↗
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
polycrystalline vs monocrystalline solar panel efficiency typical module efficiency comparison NREL Google ↗
residential solar panel efficiency roof space system size electricity production comparison EnergySage Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
polycrystalline vs monocrystalline solar panel efficiency typical module efficiency comparison NREL
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
residential solar panel efficiency roof space system size electricity production comparison EnergySage
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1