Real ChatGPT answer · index seedrb5fWNaSVr0completeHome services and improvement · roofingbrand

Can you list the main alternatives to Owens Corning shingles that offer a better warranty for retirees on a fixed income

ChatGPTgpt-66 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you list the main alternatives to Owens Corning shingles that offer a better warranty for retirees on a fixed income
6 real searches · 1 real-search pass
2026 manufacturer shingle warranty comparison GAF CertainTeed Malarkey IKO Atlas Owens Corning non-prorated workmanship coverageGoogle ↗
OBSERVEDComparison
site:gaf.com residential shingle warranty Golden Pledge 25 years workmanship 2026Google ↗
OBSERVEDOther / navigational
site:certainteed.com SureStart PLUS warranty 4-star 5-star 50 years workmanship shingleGoogle ↗
OBSERVEDOther / navigational
site:iko.com shingle warranty Iron Clad Protection period Dynasty warrantyGoogle ↗
OBSERVEDComparison
site:malarkeyroofing.com shingle warranty enhanced warranty workmanship yearsGoogle ↗
OBSERVEDOther / navigational
site:atlasroofing.com shingle warranty Signature Select limited warranty workmanshipGoogle ↗
OBSERVEDOther / navigational

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 (6)
Short factOther / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT6 real searches · gpt-6
2026 manufacturer shingle warranty comparison GAF CertainTeed Malarkey IKO Atlas Owens Corning non-prorated workmanship coverage Google ↗
site:gaf.com residential shingle warranty Golden Pledge 25 years workmanship 2026 Google ↗
site:certainteed.com SureStart PLUS warranty 4-star 5-star 50 years workmanship shingle Google ↗
site:iko.com shingle warranty Iron Clad Protection period Dynasty warranty Google ↗
site:malarkeyroofing.com shingle warranty enhanced warranty workmanship years Google ↗
site:atlasroofing.com shingle warranty Signature Select limited warranty workmanship Google ↗

Semantic map

Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.

Colour
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

6 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 manufacturer shingle warranty comparison GAF CertainTeed Malarkey IKO Atlas Owens Corning non-prorated workmanship coverage
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
site:gaf.com residential shingle warranty Golden Pledge 25 years workmanship 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:certainteed.com SureStart PLUS warranty 4-star 5-star 50 years workmanship shingle
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:iko.com shingle warranty Iron Clad Protection period Dynasty warranty
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
site:malarkeyroofing.com shingle warranty enhanced warranty workmanship years
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:atlasroofing.com shingle warranty Signature Select limited warranty workmanship
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1