Real ChatGPT answer · index seed7YNYExipI4ocompleteHome services and improvement · roofingcomparison
How do architectural asphalt shingles stack up against concrete tiles when you factor in both upfront installation costs and roof framing weight limits?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do architectural asphalt shingles stack up against concrete tiles when you factor in both upfront installation costs and roof framing weight limits?
2 real searches · 1 real-search pass
2026 architectural asphalt shingles installed cost per square concrete tile roof installed cost per square weight pounds per square comparisonGoogle ↗
OBSERVEDComparison
concrete roof tile dead load pounds per square foot asphalt shingles weight pounds per square foot structural roof framing load requirementsGoogle ↗
OBSERVEDConsequence
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)
Classes come from the query-classifier (a local Laya model). 1 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 architectural asphalt shingles installed cost per square concrete tile roof installed cost per square weight pounds per square comparison Google ↗
concrete roof tile dead load pounds per square foot asphalt shingles weight pounds per square foot structural roof framing load requirements Google ↗
- U.S. Department of Housing and Urban Development · huduser.gov
- Tile vs Shingle Roof (2026): Cost, Weight, 50-Year Math · theroofingbrief.com
- 2026 Roofing Cost Report: National + Regional Data · theroofingbrief.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 architectural asphalt shingles installed cost per square concrete tile roof installed cost per square weight pounds per square comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
concrete roof tile dead load pounds per square foot asphalt shingles weight pounds per square foot structural roof framing load requirements OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |