Real ChatGPT answer · index seed5qjGjLbfpfkcompleteHome services and improvement · roofingcomparison
How much should I expect to pay a handyman versus a licensed roofing company for fixing storm damaged shingles on a single story suburban house?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much should I expect to pay a handyman versus a licensed roofing company for fixing storm damaged shingles on a single story suburban house?
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
2026 2025 asphalt shingle roof repair cost replace few shingles handyman roofer New York Hudson Valley Google ↗
New York home improvement contractor roofing license requirements Orange County NY roofing contractor license Google ↗
- Home Improvement Fact Sheet · ag.ny.gov
- New York roofing licensing and regulations: What homeowners should know before hiring a roofer · local.yahoo.com
- How Much Does Roof Shingle Repair Cost? [2026 Data] · angi.com
- Storm Damage Roof Repair Costs in Westchester County (2026) · summitroofingwestchester.com
- Roof Inspection Guide for Rockland County Homeowners · rocklandpremierroofing.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 2025 asphalt shingle roof repair cost replace few shingles handyman roofer New York Hudson Valley OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
New York home improvement contractor roofing license requirements Orange County NY roofing contractor license OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |