How does Armstrong luxury vinyl tile hold up commercially compared to Karndean, specifically regarding edge curling and adhesive failure under heavy sunlight?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does Armstrong luxury vinyl tile hold up commercially compared to Karndean, specifically regarding edge curling and adhesive failure under heavy sunlight?
3 real searches · 1 real-search pass
Armstrong commercial luxury vinyl tile installation sunlight direct sunlight edge curling adhesive failure heat technical bulletinGoogle ↗
OBSERVEDReason
Karndean commercial LVT direct sunlight heat adhesive failure edge curling installation technical dataGoogle ↗
OBSERVEDReason
Armstrong vs Karndean commercial LVT edge curling sunlight adhesive reviewsGoogle ↗
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)
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
Armstrong commercial luxury vinyl tile installation sunlight direct sunlight edge curling adhesive failure heat technical bulletin Google ↗
Karndean commercial LVT direct sunlight heat adhesive failure edge curling installation technical data Google ↗
Armstrong vs Karndean commercial LVT edge curling sunlight adhesive reviews Google ↗
- COMMERCIAL LUXURY FLOORING INSTALLATION INSTRUCTIONS · ahfcontract.prod-west.ahfproducts.com
- Gluedown installation guidelines USA & Canada · karndeaninstallation.com
- FAQs · karndeancommercial.com
- Installation FAQs · armstrong.prod-west.ahfproducts.com
- Installation FAQs · armstrong.prod-east.ahfproducts.com
- Technical Bulletin_APPLICATION_Direct Sunlight.indd · xlbrands.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Armstrong commercial luxury vinyl tile installation sunlight direct sunlight edge curling adhesive failure heat technical bulletin OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Karndean commercial LVT direct sunlight heat adhesive failure edge curling installation technical data OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Armstrong vs Karndean commercial LVT edge curling sunlight adhesive reviews OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |