Real ChatGPT answer · index seedpdBp8iy2hfQcompleteHome services and improvement · roofingcommercial
I am living on a fixed income in Michigan and need to know if architectural shingles are actually worth the extra money compared to basic three-tab shingles for my retirement home.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am living on a fixed income in Michigan and need to know if architectural shingles are actually worth the extra money compared to basic three-tab shingles for my retirement home.
2 real searches · 1 real-search pass
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
Michigan asphalt roofing shingles architectural vs 3 tab lifespan cost wind resistance cold climate consumer guidance Google ↗
Michigan roof replacement average cost architectural shingles three tab 2026 Google ↗
- Roof Replacement Cost in Michigan (2026): $13K–$24K · roofcostindex.com
- Roofing Buying Guide · consumerreports.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Michigan asphalt roofing shingles architectural vs 3 tab lifespan cost wind resistance cold climate consumer guidance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Michigan roof replacement average cost architectural shingles three tab 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |