Galvalume metal roofing compared to dimensional asphalt shingles for energy efficiency and insurance rates on a new suburban office building
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Galvalume metal roofing compared to dimensional asphalt shingles for energy efficiency and insurance rates on a new suburban office building
3 real searches · 1 real-search pass
commercial building cool metal roofing energy efficiency solar reflectance thermal emittance ENERGY STAR roof products metal asphalt shinglesGoogle ↗
OBSERVEDComparison
commercial property insurance discounts metal roof compared asphalt shingles hail fire wind commercial building insurer underwritingGoogle ↗
OBSERVEDReason
Illinois commercial building energy code roof insulation requirements 2024 2025Google ↗
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). 3 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
commercial building cool metal roofing energy efficiency solar reflectance thermal emittance ENERGY STAR roof products metal asphalt shingles Google ↗
commercial property insurance discounts metal roof compared asphalt shingles hail fire wind commercial building insurer underwriting Google ↗
Illinois commercial building energy code roof insulation requirements 2024 2025 Google ↗
- Cool Roofs · energystar.gov
- Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov
- Metal Roofs · basc.pnnl.gov
- Low-Slope Metal – Insurance Institute for Business & Home Safety · ibhs.org
- Commercial habitation property roof covers · hanover.com
- Products qualifying for impact-resistant roofing credits · tdi.texas.gov
- Research Report · rand.org
- Illinois Energy Conservation Code (20 ILCS 3125/15) · cdb.illinois.gov
- Illinois · energycodes.gov
- Frequently asked questions - EnergySense | The EnergySense Resilience Center at The University of Illinois System · energysense.uillinois.edu
- Illinois Capital Development Board – Energy Codes · cdb.illinois.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial building cool metal roofing energy efficiency solar reflectance thermal emittance ENERGY STAR roof products metal asphalt shingles OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
commercial property insurance discounts metal roof compared asphalt shingles hail fire wind commercial building insurer underwriting OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Illinois commercial building energy code roof insulation requirements 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |