Real ChatGPT answer · index seedD7BBrETjD4ccompleteReal estate · home inspectionsinformational

What are the current industry standards for assessing localized granule loss and uplift on architectural asphalt roof shingles following a severe hail event in the Midwest?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the current industry standards for assessing localized granule loss and uplift on architectural asphalt roof shingles following a severe hail event in the Midwest?
3 real searches · 1 real-search pass
current industry standards hail damage assessment asphalt shingles granule loss uplift ASTM NRCA HAAG 2026Google ↗
OBSERVEDReason
ASTM D7158 D3462 asphalt shingles hail damage assessment granule loss uplift standardsGoogle ↗
OBSERVEDReason
Insurance Institute for Business & Home Safety hail damage asphalt shingles test protocol granule lossGoogle ↗
OBSERVEDReason

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 (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
current industry standards hail damage assessment asphalt shingles granule loss uplift ASTM NRCA HAAG 2026 Google ↗
ASTM D7158 D3462 asphalt shingles hail damage assessment granule loss uplift standards Google ↗
Insurance Institute for Business & Home Safety hail damage asphalt shingles test protocol granule loss Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
current industry standards hail damage assessment asphalt shingles granule loss uplift ASTM NRCA HAAG 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ASTM D7158 D3462 asphalt shingles hail damage assessment granule loss uplift standards
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Insurance Institute for Business & Home Safety hail damage asphalt shingles test protocol granule loss
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1