Real ChatGPT answer · index seeduTa3iDip7UAcompleteHome services and improvement · roofinginformational
I am planning my retirement budget for next year, so roughly how much should I set aside for replacing a standard two thousand square foot asphalt shingle roof in today is market?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am planning my retirement budget for next year, so roughly how much should I set aside for replacing a standard two thousand square foot asphalt shingle roof in today is market?
1 real search · 1 real-search pass
2026 asphalt shingle roof replacement cost per square foot Dallas Fort Worth Texas 2000 square foot homeGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 asphalt shingle roof replacement cost per square foot Dallas Fort Worth Texas 2000 square foot home Google ↗
- Roof Replacement Cost in DFW (2026) · thenorthtexashomeguide.com
- Roof Replacement Cost in Texas (2026 Prices) · peoplesconstruction.info
- Roof Replacement Cost in Dallas, TX (2026) · 3droofs.com