Real ChatGPT answer · index seed4yFkkBXfqIAcompleteHome services and improvement · contractors and remodelingcomparison

Evaluate whether cabinet refacing makes financial sense if we also plan to upgrade to frameless european style doors with integrated lighting channels.

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Evaluate whether cabinet refacing makes financial sense if we also plan to upgrade to frameless european style doors with integrated lighting channels.
2 real searches · 1 real-search pass
cabinet refacing cost versus full kitchen cabinet replacement cost frameless European cabinets conversion face frameGoogle ↗
OBSERVEDComparison
integrated LED lighting channel kitchen cabinet doors aluminum profile installation retrofit cabinetryGoogle ↗
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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
cabinet refacing cost versus full kitchen cabinet replacement cost frameless European cabinets conversion face frame Google ↗
integrated LED lighting channel kitchen cabinet doors aluminum profile installation retrofit cabinetry Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cabinet refacing cost versus full kitchen cabinet replacement cost frameless European cabinets conversion face frame
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
integrated LED lighting channel kitchen cabinet doors aluminum profile installation retrofit cabinetry
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1