Real ChatGPT answer · index seedpxt2Sbz2xg0completeHome services and improvement · contractors and remodelingcomparison
Fixing a leaky roof patch yourself with roofing cement versus paying a professional contractor for a permanent shingle replacement
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Fixing a leaky roof patch yourself with roofing cement versus paying a professional contractor for a permanent shingle replacement
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.
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
roofing cement temporary repair versus shingle replacement asphalt roof repair cost lifespan guidance Google ↗
Long Beach NY roofing contractors shingle roof repair reviews estimates Google ↗
- Asphalt Roofing Manufacturers Association · asphaltroofing.org
- Roofing Buying Guide · consumerreports.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
roofing cement temporary repair versus shingle replacement asphalt roof repair cost lifespan guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Long Beach NY roofing contractors shingle roof repair reviews estimates OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |