Real ChatGPT answer · index seedBHxzSoiLar0completeHome services and improvement · roofingcomparison

is Duro Last PVC roofing better than TPO membrane for low slope commercial buildings in areas with heavy hail storms

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
is Duro Last PVC roofing better than TPO membrane for low slope commercial buildings in areas with heavy hail storms
3 real searches · 1 real-search pass
Duro-Last PVC roofing hail resistance impact resistance FM 4470 hail warranty technical dataGoogle ↗
OBSERVEDReason
TPO roofing membrane hail resistance impact resistance FM 4470 UL 2218 comparison PVCGoogle ↗
OBSERVEDComparison
Duro-Last roofing technical specifications 50 mil 60 mil hail warrantyGoogle ↗
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)
Short factOther / navigationalComparison33%ConsequenceReason67%DefinitionInstructionYes / no

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
Duro-Last PVC roofing hail resistance impact resistance FM 4470 hail warranty technical data Google ↗
TPO roofing membrane hail resistance impact resistance FM 4470 UL 2218 comparison PVC Google ↗
Duro-Last roofing technical specifications 50 mil 60 mil hail warranty Google ↗
  1. VSH Roofing Systems · duro-last.com
  2. Custom Cut Roll Good · duro-last.com
  3. 2-MINUTE FACT SHEET · duro-last.com
  4. Duro-Last® Roofing Warranty · duro-last.com
  5. Frequently Asked Questions · duro-last.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Duro-Last PVC roofing hail resistance impact resistance FM 4470 hail warranty technical data
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
TPO roofing membrane hail resistance impact resistance FM 4470 UL 2218 comparison PVC
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Duro-Last roofing technical specifications 50 mil 60 mil hail warranty
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1