Real ChatGPT answer · index seed2jaZKEdS4YQcompleteHome services and improvement · roofingcommercial
Compare the current market prices for standing seam metal roofs versus high end asphalt shingles for a house around 2000 square feet.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the current market prices for standing seam metal roofs versus high end asphalt shingles for a house around 2000 square feet.
2 real searches · 1 real-search pass
2026 standing seam metal roof installed cost per square foot Massachusetts New England asphalt architectural designer shingles installed cost 2026Google ↗
OBSERVEDShort fact
Massachusetts roofing cost standing seam metal roof architectural asphalt shingles installed cost per square 2026 contractorGoogle ↗
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)
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 standing seam metal roof installed cost per square foot Massachusetts New England asphalt architectural designer shingles installed cost 2026 Google ↗
Massachusetts roofing cost standing seam metal roof architectural asphalt shingles installed cost per square 2026 contractor Google ↗
- Massachusetts Roof Cost 2026 · roofinghut.com
- Standing Seam Metal vs Architectural Shingles in Massachusetts: 2026 Cost Comparison · roofvista.com
- Roofing Cost Per Square Foot in MA 2026 · roofvista.com
- Roof Replacement Cost in Boston, MA (2026): $14K–$25K · roofcostindex.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 standing seam metal roof installed cost per square foot Massachusetts New England asphalt architectural designer shingles installed cost 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Massachusetts roofing cost standing seam metal roof architectural asphalt shingles installed cost per square 2026 contractor OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |