Real ChatGPT answer · index seedcf218IjgL1QcompleteHome services and improvement · roofingbrand

Is Tamko a budget brand with bad durability or are their architectural shingles worth putting on my forever home given the current reviews?

ChatGPTgpt-63 queries10/30/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Tamko a budget brand with bad durability or are their architectural shingles worth putting on my forever home given the current reviews?
3 real searches · 1 real-search pass
TAMKO architectural shingles current reviews durability Heritage Titan XT complaints 2026 contractors homeownersGoogle ↗
OBSERVEDReason
TAMKO Heritage architectural shingles warranty wind algae ratings technical data independent reviews durabilityGoogle ↗
OBSERVEDReason
TAMKO Titan XT shingle reviews durability contractor feedback 2025 2026Google ↗
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). 2 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
TAMKO architectural shingles current reviews durability Heritage Titan XT complaints 2026 contractors homeowners Google ↗
TAMKO Heritage architectural shingles warranty wind algae ratings technical data independent reviews durability Google ↗
TAMKO Titan XT shingle reviews durability contractor feedback 2025 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
TAMKO architectural shingles current reviews durability Heritage Titan XT complaints 2026 contractors homeowners
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
TAMKO Heritage architectural shingles warranty wind algae ratings technical data independent reviews durability
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
TAMKO Titan XT shingle reviews durability contractor feedback 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1