Real ChatGPT answer · index seedbQihXf9kFpIcompleteReal estate · real estate investingcomparison

How accurate are online roof replacement cost estimators compared to actual contractor bids for older homes built in the 1970s?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How accurate are online roof replacement cost estimators compared to actual contractor bids for older homes built in the 1970s?
2 real searches · 1 real-search pass
online roof replacement cost estimator accuracy satellite measurements contractor quote decking replacement older homes 1970sGoogle ↗
OBSERVED
Texas roof replacement cost factors permits decking replacement asphalt shingles contractor estimateGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
online roof replacement cost estimator accuracy satellite measurements contractor quote decking replacement older homes 1970s Google ↗
Texas roof replacement cost factors permits decking replacement asphalt shingles contractor estimate Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
online roof replacement cost estimator accuracy satellite measurements contractor quote decking replacement older homes 1970s
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Texas roof replacement cost factors permits decking replacement asphalt shingles contractor estimate
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1