Real ChatGPT answer · index seedwW7yTtPaYUEcompleteHome services and improvement · roofingcomparison

Which is more effective for long term moss deterrence on a north-facing asphalt roof, copper-infused granules mixed into the shingle manufacturing or post-treatment zinc strips near the ridge cap?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which is more effective for long term moss deterrence on a north-facing asphalt roof, copper-infused granules mixed into the shingle manufacturing or post-treatment zinc strips near the ridge cap?
2 real searches · 1 real-search pass
copper infused granules asphalt shingles moss resistance zinc strips comparative longevity roof algae moss manufacturer studyGoogle ↗
OBSERVEDComparison
zinc strips roof moss control effectiveness copper granules shingles north facing roof maintenanceGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
copper infused granules asphalt shingles moss resistance zinc strips comparative longevity roof algae moss manufacturer study Google ↗
zinc strips roof moss control effectiveness copper granules shingles north facing roof maintenance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
copper infused granules asphalt shingles moss resistance zinc strips comparative longevity roof algae moss manufacturer study
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
zinc strips roof moss control effectiveness copper granules shingles north facing roof maintenance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1