Real ChatGPT answer · index seed8KDtpyp3RV0completeTelecom and utilities · energy efficiencyinformational

Do trailing-edge dimmer switches offer better energy efficiency and thermal dissipation for dimmable integrated LED downlights than leading-edge triac switches?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Do trailing-edge dimmer switches offer better energy efficiency and thermal dissipation for dimmable integrated LED downlights than leading-edge triac switches?
2 real searches · 1 real-search pass
trailing edge reverse phase dimmer LED driver compatibility thermal losses leading edge TRIAC technical guideGoogle ↗
OBSERVEDReason
LED dimmer trailing edge leading edge power dissipation efficiency integrated LED downlights manufacturer guidanceGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
trailing edge reverse phase dimmer LED driver compatibility thermal losses leading edge TRIAC technical guide Google ↗
LED dimmer trailing edge leading edge power dissipation efficiency integrated LED downlights manufacturer guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
trailing edge reverse phase dimmer LED driver compatibility thermal losses leading edge TRIAC technical guide
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
LED dimmer trailing edge leading edge power dissipation efficiency integrated LED downlights manufacturer guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1