Real ChatGPT answer · index seedxUEssKC9h5wcompleteHome services and improvement · roofinginformational

Do CertainTeed Landmark shingles require special starter strips or can contractors use regular cut shingles to save on material costs

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Do CertainTeed Landmark shingles require special starter strips or can contractors use regular cut shingles to save on material costs
1 real search · 1 real-search pass
CertainTeed Landmark shingles starter strip requirements cut shingles manufacturer installation instructions starter courseGoogle ↗
OBSERVEDInstruction

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 (1)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
CertainTeed Landmark shingles starter strip requirements cut shingles manufacturer installation instructions starter course Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed Landmark shingles starter strip requirements cut shingles manufacturer installation instructions starter course
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
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