Real ChatGPT answer · index seedhsSq2T8scUocompleteHome services and improvement · roofingcommercial
Trying to settle an argument with my dad about whether GAF or architectural shingles are better for longevity and resale value
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Trying to settle an argument with my dad about whether GAF or architectural shingles are better for longevity and resale value
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). 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
GAF Timberline architectural shingles warranty lifespan official GAF wind algae warranty 2026 Google ↗
asphalt architectural shingles resale value roof replacement home resale value NAR 2025 Google ↗
- Roof Warranty Comparison Guide for GAF Shingles · gaf.com
- Shingle Comparison Chart · widgets.gaf.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GAF Timberline architectural shingles warranty lifespan official GAF wind algae warranty 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
asphalt architectural shingles resale value roof replacement home resale value NAR 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |