Real ChatGPT answer · index seedgMVOzD2rwsUcompleteReal estate · new constructioncomparison

Is it cheaper to hire an independent general contractor or buy a spec home from Pulte in the current market

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it cheaper to hire an independent general contractor or buy a spec home from Pulte in the current market
2 real searches · 1 real-search pass
Corpus Christi Texas 2026 housing market home prices inventory new construction Pulte spec homes incentives builder marketGoogle ↗
OBSERVEDConsequence
Corpus Christi TX custom home construction cost per square foot 2026 general contractor build costsGoogle ↗
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 / navigationalComparisonConsequence50%ReasonDefinitionInstructionYes / 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
Corpus Christi Texas 2026 housing market home prices inventory new construction Pulte spec homes incentives builder market Google ↗
Corpus Christi TX custom home construction cost per square foot 2026 general contractor build costs Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Corpus Christi Texas 2026 housing market home prices inventory new construction Pulte spec homes incentives builder market
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Corpus Christi TX custom home construction cost per square foot 2026 general contractor build costs
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1