Real ChatGPT answer · index seedKZkYVuMSN1QcompleteReal estate · new constructioncomparison

Is it cheaper to upgrade my kitchen cabinets through Lennar design center or hire an independent contractor after closing on a new build?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it cheaper to upgrade my kitchen cabinets through Lennar design center or hire an independent contractor after closing on a new build?
2 real searches · 1 real-search pass
Lennar design studio cabinet upgrades pricing independent contractor after closing new construction cabinets cost comparison TexasGoogle ↗
OBSERVEDComparison
Fort Worth TX cabinet refacing replacement kitchen cabinets installation cost 2026Google ↗
OBSERVEDShort fact

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 fact50%Other / navigationalComparison50%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
Lennar design studio cabinet upgrades pricing independent contractor after closing new construction cabinets cost comparison Texas Google ↗
Fort Worth TX cabinet refacing replacement kitchen cabinets installation cost 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Lennar design studio cabinet upgrades pricing independent contractor after closing new construction cabinets cost comparison Texas
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Fort Worth TX cabinet refacing replacement kitchen cabinets installation cost 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1