We need to know the current ROI on a full roof replacement before we list our house, especially with material costs rising this year.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to know the current ROI on a full roof replacement before we list our house, especially with material costs rising this year.
3 real searches · 1 real-search pass
2026 roof replacement cost Houston Texas asphalt shingles material labor prices 2026 Spring TXGoogle ↗
OBSERVEDComparison
2026 Cost vs Value roof replacement resale value recoup percentage asphalt shinglesGoogle ↗
OBSERVEDComparison
2026 roofing material prices asphalt shingles increase 2026 construction costsGoogle ↗
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
2026 roof replacement cost Houston Texas asphalt shingles material labor prices 2026 Spring TX Google ↗
2026 Cost vs Value roof replacement resale value recoup percentage asphalt shingles Google ↗
2026 roofing material prices asphalt shingles increase 2026 construction costs Google ↗
- Spring Roof Replacement Costs Powered by AI (Sep 2026) · instantroofer.com
- How Much Does Roof Replacement Cost in Houston, TX? · angi.com
- How Much Does Roof Replacement Cost In Houston, TX? A 2026 Price Guide For Homeowners · woodlandsonline.com
- Does a New Roof Increase Home Value? 2025 ROI Data · theroofingbrief.com
- What Is a New Roof’s ROI? · angi.com
- Roofing Material Prices: Monthly Trend for Contractors (Sep 2026) · buildworkpro.com
- February 13, 2026 · rwc.org
- 360Value Q2 2026 Quarterly Reconstruction Cost Analysis · verisk.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 roof replacement cost Houston Texas asphalt shingles material labor prices 2026 Spring TX OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 Cost vs Value roof replacement resale value recoup percentage asphalt shingles OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 roofing material prices asphalt shingles increase 2026 construction costs OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |