Real ChatGPT answer · index seedJTRo4gj9BuIcompleteHome services and improvement · solar panelscommercial

My contractor is pushing polycrystalline instead of monocrystalline for a last-minute panel addition today to save money is it worth the lower efficiency

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My contractor is pushing polycrystalline instead of monocrystalline for a last-minute panel addition today to save money is it worth the lower efficiency
1 real search · 1 real-search pass
NREL monocrystalline polycrystalline silicon solar panel efficiency comparison module efficiency degradation compatibility retrofit additionGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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 monocrystalline polycrystalline silicon solar panel efficiency comparison module efficiency degradation compatibility retrofit addition Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NREL monocrystalline polycrystalline silicon solar panel efficiency comparison module efficiency degradation compatibility retrofit addition
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1