Real ChatGPT answer · index seed4bAPVxKxj3kcompleteHome services and improvement · roofingcomparison

What are the pros and cons of open valley versus closed valley installation methods when getting bids for a full roof inspection checklist guide review?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the pros and cons of open valley versus closed valley installation methods when getting bids for a full roof inspection checklist guide review?
1 real search · 1 real-search pass
asphalt shingle roof valley installation open metal valley closed cut valley manufacturer instructions ice water underlaymentGoogle ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
asphalt shingle roof valley installation open metal valley closed cut valley manufacturer instructions ice water underlayment Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
asphalt shingle roof valley installation open metal valley closed cut valley manufacturer instructions ice water underlayment
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1