Real ChatGPT answer · index seedLZZluUJF8locompleteHome services and improvement · contractors and remodelingcommercial

Is cabinet refacing actually cheaper than full replacement for a medium sized kitchen, and what are the best companies offering this service now

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is cabinet refacing actually cheaper than full replacement for a medium sized kitchen, and what are the best companies offering this service now
4 real searches · 1 real-search pass
best cabinet refacing companies serving Plainfield NJ 2026 pricing reviews service areasGoogle ↗
OBSERVEDComparison
cabinet refacing companiesGoogle ↗
OBSERVEDComparison
kitchen cabinet refacingGoogle ↗
OBSERVEDComparison
cabinet refinishing 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). 3 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
best cabinet refacing companies serving Plainfield NJ 2026 pricing reviews service areas Google ↗
cabinet refacing companies Google ↗
kitchen cabinet refacing Google ↗
cabinet refinishing contractors Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best cabinet refacing companies serving Plainfield NJ 2026 pricing reviews service areas
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
cabinet refacing companies
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
kitchen cabinet refacing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
cabinet refinishing contractors
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1