Real ChatGPT answer · index seedf8K4FHUkxvscompleteConsumer electronics · smart home deviceslocal

Can I schedule an in-home estimate for smart kitchen lighting installation with a local Austin contractor?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can I schedule an in-home estimate for smart kitchen lighting installation with a local Austin contractor?
4 real searches · 1 real-search pass
Austin TX smart kitchen lighting installation contractor in-home estimate electricians smart home lightingGoogle ↗
OBSERVEDComparison
smart home lighting installationGoogle ↗
OBSERVEDComparison
electricians under-cabinet kitchen lighting installationGoogle ↗
OBSERVEDComparison
residential lighting contractorsGoogle ↗
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 (4)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Austin TX smart kitchen lighting installation contractor in-home estimate electricians smart home lighting Google ↗
smart home lighting installation Google ↗
electricians under-cabinet kitchen lighting installation Google ↗
residential lighting contractors Google ↗
  1. Request an estimate · eskewelectric.com
  2. Request service · magnifyelectric.com
  3. Contact for an estimate · mikcorelectric.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Austin TX smart kitchen lighting installation contractor in-home estimate electricians smart home lighting
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
smart home lighting installation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
electricians under-cabinet kitchen lighting installation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
residential lighting contractors
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1