Real ChatGPT answer · index seedlhb7SGNqc1ocompleteHome services and improvement · roofingcomparison

Compare permanent aluminum edge heat trace systems with DIY zig zag shingle cables for preventing ice dam buildup in valleys where two different roof slopes converge.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare permanent aluminum edge heat trace systems with DIY zig zag shingle cables for preventing ice dam buildup in valleys where two different roof slopes converge.
2 real searches · 1 real-search pass
permanent aluminum roof edge heat trace system roof valleys installation design comparisonGoogle ↗
OBSERVED
roof deicing cable valley installation manufacturer instructions ice dams roof valleyGoogle ↗
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
permanent aluminum roof edge heat trace system roof valleys installation design comparison Google ↗
roof deicing cable valley installation manufacturer instructions ice dams roof valley Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
permanent aluminum roof edge heat trace system roof valleys installation design comparison
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
roof deicing cable valley installation manufacturer instructions ice dams roof valley
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1