Real ChatGPT answer · index seedi4WkUezOmxYcompleteHome services and improvement · roofingcomparison

Is CertainTeed Landmark shingle quality superior to IKO Dynasty shingles when considering resistance to granule loss over a five year period

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is CertainTeed Landmark shingle quality superior to IKO Dynasty shingles when considering resistance to granule loss over a five year period
3 real searches · 1 real-search pass
CertainTeed Landmark vs IKO Dynasty shingles granule loss granule adhesion comparison independent testingGoogle ↗
OBSERVED
CertainTeed Landmark shingle technical data granule loss warranty IKO Dynasty technical data granule lossGoogle ↗
OBSERVED
IKO Dynasty shingles granule loss reviews five years CertainTeed LandmarkGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
CertainTeed Landmark vs IKO Dynasty shingles granule loss granule adhesion comparison independent testing Google ↗
CertainTeed Landmark shingle technical data granule loss warranty IKO Dynasty technical data granule loss Google ↗
IKO Dynasty shingles granule loss reviews five years CertainTeed Landmark Google ↗
  1. Technical Data Sheet · iko.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed Landmark vs IKO Dynasty shingles granule loss granule adhesion comparison independent testing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
CertainTeed Landmark shingle technical data granule loss warranty IKO Dynasty technical data granule loss
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IKO Dynasty shingles granule loss reviews five years CertainTeed Landmark
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1