Real ChatGPT answer · index seed8Nzton9yOyIcompleteTelecom and utilities · energy efficiencyinformational
What are the best energy-efficient LED retrofit kits I can buy at the hardware store today to lower my lighting costs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best energy-efficient LED retrofit kits I can buy at the hardware store today to lower my lighting costs?
1 real search · 1 real-search pass
best energy efficient LED retrofit kits hardware stores Home Depot Lowe's 2026 recessed lighting T8Google ↗
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)
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
best energy efficient LED retrofit kits hardware stores Home Depot Lowe's 2026 recessed lighting T8 Google ↗
- View product at Home Depot · homedepot.com
- View product at Home Depot · homedepot.com
- View product at Home Depot · homedepot.com
- View product at Home Depot · homedepot.com
- View product · homedepot.com
- Recessed Lighting · energystar.gov
- Check Home Depot inventory · homedepot.com
- Check Lowe's inventory · lowes.com