Real ChatGPT answer · index seedqJhodBsPfm4completeHome services and improvement · contractors and remodelinglocal
I need to find a licensed general contractor in Warren Michigan who specializes in home additions and has good reviews online
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to find a licensed general contractor in Warren Michigan who specializes in home additions and has good reviews online
4 real searches · 1 real-search pass
Warren Michigan licensed residential builder contractor home additions reviews Michigan license lookupGoogle ↗
OBSERVEDReason
licensed general contractors home additionsGoogle ↗
OBSERVEDComparison
home addition contractorsGoogle ↗
OBSERVEDComparison
residential remodeling contractorsGoogle ↗
OBSERVEDComparison
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
Warren Michigan licensed residential builder contractor home additions reviews Michigan license lookup Google ↗
licensed general contractors home additions Google ↗
home addition contractors Google ↗
residential remodeling contractors Google ↗
- Raise The Barr Construction L.L.C · bbb.org
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Warren Michigan licensed residential builder contractor home additions reviews Michigan license lookup OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
licensed general contractors home additions OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
home addition contractors OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
residential remodeling contractors OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |