Real ChatGPT answer · index seed0xax8ubbYnccompleteHome services and improvement · roofingcomparison

How do Tamko Heritage architectural shingles compare with IKO Cambridge shingles regarding dimensional stability and cold weather installation pliability?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do Tamko Heritage architectural shingles compare with IKO Cambridge shingles regarding dimensional stability and cold weather installation pliability?
2 real searches · 1 real-search pass
TAMKO Heritage shingles installation instructions cold weather pliability dimensional stability fiberglass mat asphalt specificationsGoogle ↗
OBSERVED
IKO Cambridge shingles installation instructions cold weather pliability dimensional stability fiberglass mat asphalt specificationsGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
TAMKO Heritage shingles installation instructions cold weather pliability dimensional stability fiberglass mat asphalt specifications Google ↗
IKO Cambridge shingles installation instructions cold weather pliability dimensional stability fiberglass mat asphalt specifications Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
TAMKO Heritage shingles installation instructions cold weather pliability dimensional stability fiberglass mat asphalt specifications
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IKO Cambridge shingles installation instructions cold weather pliability dimensional stability fiberglass mat asphalt specifications
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1