Real ChatGPT answer · index seednqvqx9vEpOscompleteHome services and improvement · roofingcommercial
What are current customer reviews saying about the affordability and longevity of IKO architectural shingles compared to cheaper brands?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are current customer reviews saying about the affordability and longevity of IKO architectural shingles compared to cheaper brands?
2 real searches · 1 real-search pass
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)
Classes come from the query-classifier (a local Laya model). 1 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
2026 IKO architectural shingles reviews durability lifespan customer complaints warranty comparison cheaper brands Google ↗
IKO architectural shingles customer reviews affordability longevity compared to 3-tab and cheaper brands homeowner reviews Reddit Google ↗
- Consumer Reviews of Iko shingles · roof.info
- Consumer Reviews of Iko shingles · roof.info
- Consumer Reviews of Iko shingles · roof.info
- We went with cheaper architectural shingles. 9.6k all in for house and garage. Did they do good? · reddit.com
- IKO Industries Ltd Reviews · trustpilot.com
- GAF Timberline HDZ Hickory Algae Resistant Architectural Roof Shingles ( 33.33-sq ft per Bundle ) · lowes.com
- Warranty Information · iko.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 IKO architectural shingles reviews durability lifespan customer complaints warranty comparison cheaper brands OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IKO architectural shingles customer reviews affordability longevity compared to 3-tab and cheaper brands homeowner reviews Reddit OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |