Compare the lifespan and cost effectiveness of concrete tile versus asphalt shingles for a home in Southlake.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the lifespan and cost effectiveness of concrete tile versus asphalt shingles for a home in Southlake.
3 real searches · 1 real-search pass
Southlake Texas roofing cost concrete tile vs architectural asphalt shingles installed cost per square foot 2025 2026Google ↗
OBSERVEDComparison
DFW Texas concrete tile roof lifespan underlayment hail asphalt shingle roof lifespan climateGoogle ↗
OBSERVEDComparison
Texas homeowners insurance roof concrete tile asphalt shingles hail impact resistance discountsGoogle ↗
OBSERVEDConsequence
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Southlake Texas roofing cost concrete tile vs architectural asphalt shingles installed cost per square foot 2025 2026 Google ↗
DFW Texas concrete tile roof lifespan underlayment hail asphalt shingle roof lifespan climate Google ↗
Texas homeowners insurance roof concrete tile asphalt shingles hail impact resistance discounts Google ↗
- Roof Replacement Cost in Southlake, TX 2026 · roofvista.com
- Roofing Company Southlake TX · prometheus-ps.com
- Roof Replacement Cost in Texas by Material · arproofing.com
- How Long Do Concrete Tile Roofs Last in Texas? | RoofDog · roofdog.com
- How Long Does a Roof Last in North Texas? · goodfaithroofing.com
- Understanding Tile Roof Lifespan in Dallas · shepherdtileroofing.com
- Products qualifying for impact-resistant roofing credits · tdi.texas.gov
- What to know about insurance and your roof · agate.tdi.texas.gov
- texasbuiltroofing.com · texasbuiltroofing.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Southlake Texas roofing cost concrete tile vs architectural asphalt shingles installed cost per square foot 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
DFW Texas concrete tile roof lifespan underlayment hail asphalt shingle roof lifespan climate OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Texas homeowners insurance roof concrete tile asphalt shingles hail impact resistance discounts OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |