Real ChatGPT answer · index seedJxXSZxSJbbMcompleteHome services and improvement · roofingcomparison
Analyze the cost effectiveness of using tapered ISO insulation boards beneath a new TPO roof versus a modified bitumen system on a sagging commercial flat deck.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Analyze the cost effectiveness of using tapered ISO insulation boards beneath a new TPO roof versus a modified bitumen system on a sagging commercial flat deck.
3 real searches · 1 real-search pass
commercial roofing tapered polyiso insulation positive drainage ponding water TPO roof design guidance NRCAGoogle ↗
OBSERVEDReason
DOE commercial roof insulation energy savings cool roof TPO modified bitumen roofing comparison service lifeGoogle ↗
OBSERVEDComparison
IBC roof drainage ponding water structural load roof deck sag tapered insulation designGoogle ↗
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). 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
commercial roofing tapered polyiso insulation positive drainage ponding water TPO roof design guidance NRCA Google ↗
DOE commercial roof insulation energy savings cool roof TPO modified bitumen roofing comparison service life Google ↗
IBC roof drainage ponding water structural load roof deck sag tapered insulation design Google ↗
- Water Managed Roof – Re-roofing and Adding Insulation over a Flat Roof · basc.pnnl.gov
- Considerations for Roof Ponding in Low-Slope Wood-Frame Roofs - WoodWorks · woodworks.org
- Raising the Bar in Standards: The ASCE 7 Standard and Low-slope Roof Drainage · iibec.org
- Still Water Runs Deep - Proper roof slope and drainage are important to prevent excessive water accumulation · nrca.net
- Ponding Water Basics · asphaltroofing.org
- EnergyGuard™ Tapered Polyiso Insulation · gaf.com
- building technology · nrca.net
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial roofing tapered polyiso insulation positive drainage ponding water TPO roof design guidance NRCA OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
DOE commercial roof insulation energy savings cool roof TPO modified bitumen roofing comparison service life OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IBC roof drainage ponding water structural load roof deck sag tapered insulation design OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |