Real ChatGPT answer · index seedgHfjcuxulaIcompleteHome services and improvement · roofingcommercial
What is the expected return on investment when upgrading from standard 3-tab asphalt shingles to a cool-roof metal system in Southern California?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the expected return on investment when upgrading from standard 3-tab asphalt shingles to a cool-roof metal system in Southern California?
3 real searches · 1 real-search pass
Southern California metal roof installation cost per square foot asphalt shingle roof replacement cost 2025 cool roof energy savings studyGoogle ↗
OBSERVEDComparison
metal roof resale value return on investment cost vs value report 2025 asphalt shingles metal roofGoogle ↗
OBSERVEDComparison
California cool roof energy savings residential metal roof Southern California studyGoogle ↗
OBSERVEDReason
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). 1 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
Southern California metal roof installation cost per square foot asphalt shingle roof replacement cost 2025 cool roof energy savings study Google ↗
metal roof resale value return on investment cost vs value report 2025 asphalt shingles metal roof Google ↗
California cool roof energy savings residential metal roof Southern California study Google ↗
- Roof Replacement Cost by Material: Asphalt, Metal, Tile, Flat · homerepairreport.com
- Roof Cost Savings · coolcalifornia.arb.ca.gov
- Cool Roofs: Taking Action · coolcalifornia.arb.ca.gov
- Measured temperature reductions and energy savings from a cool tile roof on a central California home · sciencedirect.com
- Does a New Roof Increase Home Value? 2025 ROI Data · theroofingbrief.com
- COST vs VALUE 2024 · kfedewabuilders.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Southern California metal roof installation cost per square foot asphalt shingle roof replacement cost 2025 cool roof energy savings study OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
metal roof resale value return on investment cost vs value report 2025 asphalt shingles metal roof OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
California cool roof energy savings residential metal roof Southern California study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |