What do independent roofing forums say about the longevity of CertainTeed Landmark shingles versus cheaper generic brands?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do independent roofing forums say about the longevity of CertainTeed Landmark shingles versus cheaper generic brands?
4 real searches · 1 real-search pass
independent roofing forums CertainTeed Landmark shingles longevity generic brands homeowner roofer experiencesGoogle ↗
OBSERVEDOther / navigational
site:reddit.com/r/Roofing CertainTeed Landmark lifespan comparison budget shinglesGoogle ↗
OBSERVEDComparison
contractortalk.com CertainTeed Landmark shingles longevity cheap shinglesGoogle ↗
OBSERVEDOther / navigational
roofingforums.com CertainTeed Landmark shingles lifespanGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
independent roofing forums CertainTeed Landmark shingles longevity generic brands homeowner roofer experiences Google ↗
site:reddit.com/r/Roofing CertainTeed Landmark lifespan comparison budget shingles Google ↗
contractortalk.com CertainTeed Landmark shingles longevity cheap shingles Google ↗
roofingforums.com CertainTeed Landmark shingles lifespan Google ↗
- Are these shingles good? · reddit.com
- OC quote vs CT quote · reddit.com
- Shingles Recommendation · rokslide.com
- Trying to budget out a CertainTeed roof – any tips? – Page 7 – CertainTeed Shingles & Roofing Systems · roofingdiscussions.com
- Has anyone roofed w/CertainTeed Landmark Pro asphalt shingles? Are Landmark Pro's worth the extra $$$ ? · garagejournal.com
- CertainTeed Shingles Failed · rooferscoffeeshop.com
- Asphalt Shingle · buildsite.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent roofing forums CertainTeed Landmark shingles longevity generic brands homeowner roofer experiences OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:reddit.com/r/Roofing CertainTeed Landmark lifespan comparison budget shingles OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
contractortalk.com CertainTeed Landmark shingles longevity cheap shingles OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
roofingforums.com CertainTeed Landmark shingles lifespan OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |