Real ChatGPT answer · index seedo1O5mmbZ3xocompleteTelecom and utilities · energy efficiencyinformational

How do I calculate the return on investment for upgrading my old lighting to LEDs throughout a four-bedroom rental property?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do I calculate the return on investment for upgrading my old lighting to LEDs throughout a four-bedroom rental property?
1 real search · 1 real-search pass
LED lighting energy savings wattage incandescent vs LED ENERGY STAR residential lighting calculationGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
LED lighting energy savings wattage incandescent vs LED ENERGY STAR residential lighting calculation Google ↗
  1. Learn About LED Lighting · energystar.gov
  2. ENERGY STAR® Certified LEDs · masssave.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LED lighting energy savings wattage incandescent vs LED ENERGY STAR residential lighting calculation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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