Real ChatGPT answer · index seedGVXlPSyZiyccompleteReal estate · real estate investinginformational

Can you find the latest online estimates for replacing a 30 square roof in Kansas City so I can negotiate a credit with the seller before our inspection period expires at midnight?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you find the latest online estimates for replacing a 30 square roof in Kansas City so I can negotiate a credit with the seller before our inspection period expires at midnight?
2 real searches · 1 real-search pass
Kansas City MO roof replacement cost 2026 30 squares asphalt shingles tear off labor estimateGoogle ↗
OBSERVEDShort fact
Kansas City KS roof replacement cost per square 2026 asphalt roof replacementGoogle ↗
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 fact50%Other / navigationalComparison50%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
Kansas City MO roof replacement cost 2026 30 squares asphalt shingles tear off labor estimate Google ↗
Kansas City KS roof replacement cost per square 2026 asphalt roof replacement Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Kansas City MO roof replacement cost 2026 30 squares asphalt shingles tear off labor estimate
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Kansas City KS roof replacement cost per square 2026 asphalt roof replacement
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1