Real ChatGPT answer · index seedvSEM9Fu6PlEcompleteReal estate · housing marketscomparison

How much do contractors typically charge to install new hardwood floors per square foot in Atlanta versus Houston this year?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How much do contractors typically charge to install new hardwood floors per square foot in Atlanta versus Houston this year?
2 real searches · 1 real-search pass
2026 hardwood floor installation cost per square foot Atlanta GA contractor labor materialsGoogle ↗
OBSERVEDComparison
2026 hardwood floor installation cost per square foot Houston TX contractor labor materialsGoogle ↗
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). 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
2026 hardwood floor installation cost per square foot Atlanta GA contractor labor materials Google ↗
2026 hardwood floor installation cost per square foot Houston TX contractor labor materials Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 hardwood floor installation cost per square foot Atlanta GA contractor labor materials
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 hardwood floor installation cost per square foot Houston TX contractor labor materials
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1