Real ChatGPT answer · index seedzIKIn8V8RV4completeHome services and improvement · roofingcommercial

What do recent contractor forums say about the wind uplift resistance of Tamko heritage shingles on commercial buildings

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent contractor forums say about the wind uplift resistance of Tamko heritage shingles on commercial buildings
4 real searches · 1 real-search pass
Tamko Heritage shingles wind uplift wind resistance contractor forum commercial building 2024 2025 2026Google ↗
OBSERVED
site:contractortalk.com TAMKO Heritage shingles wind wind uplift roofingGoogle ↗
OBSERVED
site:roofingforums.com TAMKO Heritage shingles wind resistanceGoogle ↗
OBSERVED
TAMKO Heritage shingle installation instructions wind warranty ASTM D6381 wind uplift ratingGoogle ↗
OBSERVED

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.

Classifying 4 queries…

Searches and sources

ChatGPT4 real searches · gpt-6
Tamko Heritage shingles wind uplift wind resistance contractor forum commercial building 2024 2025 2026 Google ↗
site:contractortalk.com TAMKO Heritage shingles wind wind uplift roofing Google ↗
site:roofingforums.com TAMKO Heritage shingles wind resistance Google ↗
TAMKO Heritage shingle installation instructions wind warranty ASTM D6381 wind uplift rating Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Tamko Heritage shingles wind uplift wind resistance contractor forum commercial building 2024 2025 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
site:contractortalk.com TAMKO Heritage shingles wind wind uplift roofing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
site:roofingforums.com TAMKO Heritage shingles wind resistance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
TAMKO Heritage shingle installation instructions wind warranty ASTM D6381 wind uplift rating
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1