Real ChatGPT answer · index seedScVQyP3xqsccompleteHome services and improvement · roofingcomparison

What is the real difference between a manufacturer lifetime warranty and a contractor workmanship warranty when replacing my home roof?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the real difference between a manufacturer lifetime warranty and a contractor workmanship warranty when replacing my home roof?
2 real searches · 1 real-search pass
GAF roofing shingle warranty lifetime definition workmanship installation warranty manufacturer officialGoogle ↗
OBSERVEDReason
Owens Corning roofing warranty workmanship installation defects officialGoogle ↗
OBSERVEDConsequence

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 (2)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
GAF roofing shingle warranty lifetime definition workmanship installation warranty manufacturer official Google ↗
Owens Corning roofing warranty workmanship installation defects official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GAF roofing shingle warranty lifetime definition workmanship installation warranty manufacturer official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Owens Corning roofing warranty workmanship installation defects official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1